retinanet.md

• train
  • p1_a_h_no_mask_bear_3_frg_per_bkg @ train
  • p1_bear_a_h_mask_rcnn_resnet101_1_seq_to_samples_3_frg_per_bkg @ train
  • 20k_bear @ train
  • 20k_deer @ train
  • 20k_coyote @ train
  • 20k_moose @ train
  • 20k_elk @ train
  • 20k_bison @ train
  • no_static__bear @ train
  • no_static__deer @ train
  • no_static_coyote @ train
  • 40K_3 @ train
  • 1K_3a @ train
  • 1K_3a_sampled @ train
    • mp @ 1K_3a_sampled/train
  • 1K_3a_sampled_score_threshold_0 @ train
  • 500_static3a @ train
    • windows_b32 @ 500_static3a/train
  • 200_static3a @ train
    • win @ 200_static3a/train
  • no_static3a @ train
  • 1600_static3 @ train
  • 20K_vid3a @ train
  • 40K_3a @ train
    • rt @ 40K_3a/train
  • p1_3_class_a_h_3_frg_per_bkg @ train
  • p1_3_class_a_h_no_mask_3_frg_per_bkg @ train
  • p1_3_class_a_h_mask_rcnn_resnet101_3_frg_per_bkg @ train
  • p1_3_class_a_h_siam_mask_3_frg_per_bkg @ train
  • p1_a_h_3_class_30 @ train
  • p1_a_h_3_class_70 @ train
  • p1_a_h_3_class_100 @ train
  • p1_a_h_no_mask_3_class_10 @ train
  • p1_a_h_no_mask_3_class_30 @ train
  • p1_a_h_no_mask_3_class_70 @ train
  • 20k4 @ train
  • 20K_vid4a @ train
  • p1_4_class_a_h @ train
  • p1_4_class_a_h_3_frg_per_bkg @ train
  • p1_4_class_a_h_no_mask_3_frg_per_bkg @ train
  • p1_4_class_a_h_mask_rcnn_resnet101_3_frg_per_bkg @ train
  • p1_4_class_a_h_siam_mask_3_frg_per_bkg @ train
  • p1_a_h_4_class_30 @ train
  • p1_a_h_4_class_50 @ train
  • p1_a_h_4_class_70 @ train
  • p1_a_h_no_mask_4_class_30 @ train
  • p1_a_h_no_mask_4_class_10 @ train
  • p1_a_h_no_mask_4_class_70 @ train
  • 20K6 @ train
    • 320x320 @ 20K6/train
  • 20K6_5 @ train
  • 20K6_60 @ train
  • 10k6_entire_seq @ train
  • 15k6_entire_seq @ train
  • 1k6_vid_entire_seq @ train
  • 10k6_vid_entire_seq @ train
  • 15k6_vid_entire_seq @ train
  • 1_per_seq_6_class_vid_67_b32 @ train
  • 2_per_seq_6_class_vid_67_b32 @ train
  • 5_per_seq_6_class_vid_67_b32 @ train
  • 10_per_seq_6_class_vid_67_b32 @ train
  • acamp_switch_6_class @ train
    • 100_per_class @ acamp_switch_6_class/train
      • individual @ 100_per_class/acamp_switch_6_class/train
      • combined @ 100_per_class/acamp_switch_6_class/train
    • 20_per_class @ acamp_switch_6_class/train
      • individual @ 20_per_class/acamp_switch_6_class/train
      • combined @ 20_per_class/acamp_switch_6_class/train
  • 4k8 @ train
  • 1k8_vid @ train
  • 1k8_vid_even_min_1 @ train
  • 1k8_vid_entire_seq @ train
• eval
  • 1K_3a @ eval
• tf_api_eval
  • 1600_static_3 @ tf_api_eval
    • on_train @ 1600_static_3/tf_api_eval
      • person_coco17_1600 @ on_train/1600_static_3/tf_api_eval
    • acamp_no_static_2_class @ 1600_static_3/tf_api_eval
  • 40k3 @ tf_api_eval
    • on_train @ 40k3/tf_api_eval
      • no_human @ on_train/40k3/tf_api_eval
    • acamp_no_static_2_class @ 40k3/tf_api_eval
  • p1_a_h_no_mask_bear_3_frg_per_bkg @ tf_api_eval
  • p1_bear_a_h_mask_rcnn_resnet101_1_seq_to_samples_3_frg_per_bkg @ tf_api_eval
  • p1_3_class_a_h_3_frg_per_bkg @ tf_api_eval
    • inverted @ p1_3_class_a_h_3_frg_per_bkg/tf_api_eval
  • p1_3_class_a_h_no_mask_3_frg_per_bkg @ tf_api_eval
    • p1_3_class_a_h_3_frg_per_bkg_inv @ p1_3_class_a_h_no_mask_3_frg_per_bkg/tf_api_eval
  • p1_3_class_a_h_mask_rcnn_resnet101_3_frg_per_bkg @ tf_api_eval
    • p1_3_class_a_h_3_frg_per_bkg_inv @ p1_3_class_a_h_mask_rcnn_resnet101_3_frg_per_bkg/tf_api_eval
  • p1_3_class_a_h_siam_mask_3_frg_per_bkg @ tf_api_eval
    • p1_3_class_a_h_3_frg_per_bkg_inv @ p1_3_class_a_h_siam_mask_3_frg_per_bkg/tf_api_eval
  • p1_a_h_no_mask_3_class_30 @ tf_api_eval
    • p1_a_h_3_class_30_inverted @ p1_a_h_no_mask_3_class_30/tf_api_eval
  • p1_a_h_3_class_30 @ tf_api_eval
    • p1_3_class_a_h_3_frg_per_bkg_inv @ p1_a_h_3_class_30/tf_api_eval
    • on_train_100 @ p1_a_h_3_class_30/tf_api_eval
    • acamp1K_static3a_test @ p1_a_h_3_class_30/tf_api_eval
    • acamp_no_static_3_class @ p1_a_h_3_class_30/tf_api_eval
    • on_inverted @ p1_a_h_3_class_30/tf_api_eval
  • p1_a_h_3_class_70 @ tf_api_eval
    • on_inverted @ p1_a_h_3_class_70/tf_api_eval
  • p1_a_h_3_class_100 @ tf_api_eval
    • acamp1K_static3a_test @ p1_a_h_3_class_100/tf_api_eval
    • on_train @ p1_a_h_3_class_100/tf_api_eval
    • acamp_no_static_3_class @ p1_a_h_3_class_100/tf_api_eval
  • 1K_3a @ tf_api_eval
    • acamp1K_static3a_test @ 1K_3a/tf_api_eval
    • acamp_no_static_3_class @ 1K_3a/tf_api_eval
    • p1_h_3_class @ 1K_3a/tf_api_eval
    • p1_a_3_class @ 1K_3a/tf_api_eval
    • p1_a_h_3_class_30_inverted @ 1K_3a/tf_api_eval
    • p1_a_h_3_class_70_inverted @ 1K_3a/tf_api_eval
    • p1_a_h_3_class_100 @ 1K_3a/tf_api_eval
  • 1K_3a_sampled @ tf_api_eval
    • inverted @ 1K_3a_sampled/tf_api_eval
      • map_plotting @ inverted/1K_3a_sampled/tf_api_eval
      • win @ inverted/1K_3a_sampled/tf_api_eval
    • all_vid @ 1K_3a_sampled/tf_api_eval
    • p1_3_class_a_h_3_frg_per_bkg_inv @ 1K_3a_sampled/tf_api_eval
  • 1K_3a_sampled_score_threshold_0 @ tf_api_eval
    • inverted @ 1K_3a_sampled_score_threshold_0/tf_api_eval
  • 500_static3a @ tf_api_eval
    • class_agnostic @ 500_static3a/tf_api_eval
    • nms_thresh_0 @ 500_static3a/tf_api_eval
      • bgr_to_rgb_0 @ nms_thresh_0/500_static3a/tf_api_eval
  • 200_static3a @ tf_api_eval
    • inverted @ 200_static3a/tf_api_eval
      • inclusive @ inverted/200_static3a/tf_api_eval
      • map_plotting @ inverted/200_static3a/tf_api_eval
      • win @ inverted/200_static3a/tf_api_eval
  • 20K_vid3a @ tf_api_eval
    • acamp200_static3a_inverted @ 20K_vid3a/tf_api_eval
    • all_static @ 20K_vid3a/tf_api_eval
      • class_agnostic @ all_static/20K_vid3a/tf_api_eval
  • no_static3a @ tf_api_eval
    • acamp_all_static_3_class @ no_static3a/tf_api_eval
    • p1_h_3_class @ no_static3a/tf_api_eval
    • p1_a_3_class @ no_static3a/tf_api_eval
  • 40k3a_rt @ tf_api_eval
    • on_train @ 40k3a_rt/tf_api_eval
  • 40k3a @ tf_api_eval
    • on_train @ 40k3a/tf_api_eval
    • acamp_no_static_3_class @ 40k3a/tf_api_eval
    • acamp_all_static_3_class @ 40k3a/tf_api_eval
    • p1_h_3_class @ 40k3a/tf_api_eval
    • p1_a_3_class @ 40k3a/tf_api_eval
  • no_static__bear @ tf_api_eval
    • on_train @ no_static__bear/tf_api_eval
    • acamp_static_bear @ no_static__bear/tf_api_eval
    • acamp_static_3_class @ no_static__bear/tf_api_eval
  • no_static__deer @ tf_api_eval
    • on_train @ no_static__deer/tf_api_eval
    • acamp_static_deer @ no_static__deer/tf_api_eval
    • acamp_static_3_class @ no_static__deer/tf_api_eval
  • no_static_coyote @ tf_api_eval
    • on_train @ no_static_coyote/tf_api_eval
    • acamp_static_coyote @ no_static_coyote/tf_api_eval
    • acamp_static_3_class @ no_static_coyote/tf_api_eval
  • 20k_bear @ tf_api_eval
    • 20k4_inverted @ 20k_bear/tf_api_eval
    • acamp_all_static_3_class @ 20k_bear/tf_api_eval
    • 20k6_inverted @ 20k_bear/tf_api_eval
      • only_video @ 20k6_inverted/20k_bear/tf_api_eval
  • 20k_deer @ tf_api_eval
    • on_inverted @ 20k_deer/tf_api_eval
    • 20k4_inverted @ 20k_deer/tf_api_eval
    • acamp_all_static_3_class @ 20k_deer/tf_api_eval
    • 20k6_inverted @ 20k_deer/tf_api_eval
      • only_video @ 20k6_inverted/20k_deer/tf_api_eval
  • 20k_coyote @ tf_api_eval
    • on_inverted @ 20k_coyote/tf_api_eval
    • 20k4_inverted @ 20k_coyote/tf_api_eval
    • acamp_all_static_3_class @ 20k_coyote/tf_api_eval
    • 20k6_inverted @ 20k_coyote/tf_api_eval
      • only_video @ 20k6_inverted/20k_coyote/tf_api_eval
  • 20k_moose @ tf_api_eval
    • on_inverted @ 20k_moose/tf_api_eval
    • 20k4_inverted @ 20k_moose/tf_api_eval
    • 20k6_inverted @ 20k_moose/tf_api_eval
      • only_video @ 20k6_inverted/20k_moose/tf_api_eval
  • 20k_elk @ tf_api_eval
    • on_inverted @ 20k_elk/tf_api_eval
    • 20k6_inverted @ 20k_elk/tf_api_eval
      • only_video @ 20k6_inverted/20k_elk/tf_api_eval
  • 20k_bison @ tf_api_eval
    • on_inverted @ 20k_bison/tf_api_eval
    • 20k6_inverted @ 20k_bison/tf_api_eval
      • only_video @ 20k6_inverted/20k_bison/tf_api_eval
  • 20k4 @ tf_api_eval
    • on_inverted @ 20k4/tf_api_eval
    • on_train @ 20k4/tf_api_eval
    • p1_a_h_4_class_30_inverted @ 20k4/tf_api_eval
    • p1_a_h_4_class_50_inverted @ 20k4/tf_api_eval
    • p1_4_class_a_h_3_frg_per_bkg_inv @ 20k4/tf_api_eval
    • prototype_1_vid_4_class @ 20k4/tf_api_eval
  • 20K_vid4a @ tf_api_eval
    • p1_4_class_a_h_3_frg_per_bkg_inv @ 20K_vid4a/tf_api_eval
  • p1_4_class_a_h_3_frg_per_bkg @ tf_api_eval
    • inverted @ p1_4_class_a_h_3_frg_per_bkg/tf_api_eval
    • prototype_1_vid_4_class @ p1_4_class_a_h_3_frg_per_bkg/tf_api_eval
      • vis @ prototype_1_vid_4_class/p1_4_class_a_h_3_frg_per_bkg/tf_api_eval
    • prototype_1_vid_4_class_no_moving_bkg @ p1_4_class_a_h_3_frg_per_bkg/tf_api_eval
  • p1_4_class_a_h_no_mask_3_frg_per_bkg @ tf_api_eval
    • p1_4_class_a_h_3_frg_per_bkg_inv @ p1_4_class_a_h_no_mask_3_frg_per_bkg/tf_api_eval
  • p1_4_class_a_h_mask_rcnn_resnet101_3_frg_per_bkg @ tf_api_eval
    • p1_4_class_a_h_3_frg_per_bkg_inv @ p1_4_class_a_h_mask_rcnn_resnet101_3_frg_per_bkg/tf_api_eval
    • p1_a_h_4_class_70_inverted @ p1_4_class_a_h_mask_rcnn_resnet101_3_frg_per_bkg/tf_api_eval
  • p1_4_class_a_h_siam_mask_3_frg_per_bkg @ tf_api_eval
    • p1_4_class_a_h_3_frg_per_bkg_inv @ p1_4_class_a_h_siam_mask_3_frg_per_bkg/tf_api_eval
  • p1_a_h_no_mask_4_class_30 @ tf_api_eval
    • p1_a_h_4_class_30_inverted @ p1_a_h_no_mask_4_class_30/tf_api_eval
  • p1_a_h_4_class_30 @ tf_api_eval
    • on_inverted @ p1_a_h_4_class_30/tf_api_eval
    • p1_4_class_a_h_3_frg_per_bkg_inv @ p1_a_h_4_class_30/tf_api_eval
  • p1_a_h_4_class_50 @ tf_api_eval
    • on_inverted @ p1_a_h_4_class_50/tf_api_eval
  • p1_a_h_4_class_70 @ tf_api_eval
    • on_inverted @ p1_a_h_4_class_70/tf_api_eval
  • 20k6 @ tf_api_eval
    • on_train @ 20k6/tf_api_eval
    • custom_folder @ 20k6/tf_api_eval
  • 20k6_320 @ tf_api_eval
    • acamp_all_coyote @ 20k6_320/tf_api_eval
    • acamp_all_deer @ 20k6_320/tf_api_eval
  • 20k6_5 @ tf_api_eval
    • inverted @ 20k6_5/tf_api_eval
      • combine_sequences_640x360 @ inverted/20k6_5/tf_api_eval
      • combine_sequences_416x416 @ inverted/20k6_5/tf_api_eval
      • score_thresholds_0 @ inverted/20k6_5/tf_api_eval
    • acamp_all_coyote @ 20k6_5/tf_api_eval
    • only_video @ 20k6_5/tf_api_eval
      • nms_thresh_0 @ only_video/20k6_5/tf_api_eval
        • bgr @ nms_thresh_0/only_video/20k6_5/tf_api_eval
  • 20k6_60 @ tf_api_eval
    • inverted @ 20k6_60/tf_api_eval
    • vis @ 20k6_60/tf_api_eval
      • map_plotting @ vis/20k6_60/tf_api_eval
    • combine_sequences_640x360 @ 20k6_60/tf_api_eval
    • acamp_1_per_class_6_class @ 20k6_60/tf_api_eval
  • 10k6_entire_seq @ tf_api_eval
  • 15k6_entire_seq @ tf_api_eval
    • inverted @ 15k6_entire_seq/tf_api_eval
  • 1k6_vid_entire_seq @ tf_api_eval
    • inverted @ 1k6_vid_entire_seq/tf_api_eval
  • 10k6_vid_entire_seq @ tf_api_eval
    • inverted @ 10k6_vid_entire_seq/tf_api_eval
    • nms_thresh_0 @ 10k6_vid_entire_seq/tf_api_eval
  • 15k6_vid_entire_seq @ tf_api_eval
    • inverted @ 15k6_vid_entire_seq/tf_api_eval
  • 1_per_seq_6_class_vid_67_b32 @ tf_api_eval
    • inverted @ 1_per_seq_6_class_vid_67_b32/tf_api_eval
    • acamp_all_6_class_video_67 @ 1_per_seq_6_class_vid_67_b32/tf_api_eval
    • 1_2_5_10_per_seq_6_class_vid_67_inverted @ 1_per_seq_6_class_vid_67_b32/tf_api_eval
  • 2_per_seq_6_class_vid_67_b32 @ tf_api_eval
    • 1_2_5_10_per_seq_6_class_vid_67_inverted @ 2_per_seq_6_class_vid_67_b32/tf_api_eval
  • 5_per_seq_6_class_vid_67_b32 @ tf_api_eval
    • inverted @ 5_per_seq_6_class_vid_67_b32/tf_api_eval
    • acamp_all_6_class_video_67 @ 5_per_seq_6_class_vid_67_b32/tf_api_eval
    • 1_2_5_10_per_seq_6_class_vid_67_inverted @ 5_per_seq_6_class_vid_67_b32/tf_api_eval
  • 10_per_seq_6_class_vid_67_b32 @ tf_api_eval
    • 1_2_5_10_per_seq_6_class_vid_67_inverted @ 10_per_seq_6_class_vid_67_b32/tf_api_eval
  • acamp_switch_6_class @ tf_api_eval
    • 100_per_class @ acamp_switch_6_class/tf_api_eval
      • individual @ 100_per_class/acamp_switch_6_class/tf_api_eval
      • 1 @ 100_per_class/acamp_switch_6_class/tf_api_eval
      • 2 @ 100_per_class/acamp_switch_6_class/tf_api_eval
      • 3 @ 100_per_class/acamp_switch_6_class/tf_api_eval
      • 4 @ 100_per_class/acamp_switch_6_class/tf_api_eval
      • 5 @ 100_per_class/acamp_switch_6_class/tf_api_eval
      • 1_to_5 @ 100_per_class/acamp_switch_6_class/tf_api_eval
      • combined @ 100_per_class/acamp_switch_6_class/tf_api_eval
    • 20_per_class @ acamp_switch_6_class/tf_api_eval
      • individual @ 20_per_class/acamp_switch_6_class/tf_api_eval
      • 1 @ 20_per_class/acamp_switch_6_class/tf_api_eval
      • 2 @ 20_per_class/acamp_switch_6_class/tf_api_eval
      • 3 @ 20_per_class/acamp_switch_6_class/tf_api_eval
      • 4 @ 20_per_class/acamp_switch_6_class/tf_api_eval
      • 5 @ 20_per_class/acamp_switch_6_class/tf_api_eval
      • 1_to_5 @ 20_per_class/acamp_switch_6_class/tf_api_eval
      • combined @ 20_per_class/acamp_switch_6_class/tf_api_eval
  • 4k8 @ tf_api_eval
  • 1k8_vid @ tf_api_eval
  • 1k8_vid_entire_seq @ tf_api_eval
    • class_agnostic @ 1k8_vid_entire_seq/tf_api_eval
  • 1k8_vid_even_min_1 @ tf_api_eval
• train_and_eval
  • 1k3a_static @ train_and_eval
  • 40k3a @ train_and_eval
    • model_main @ 40k3a/train_and_eval
• test
  • pretrained @ test
    • camera @ pretrained/test
      • only_person @ camera/pretrained/test

train

p1_a_h_no_mask_bear_3_frg_per_bkg @ train

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_a_h_no_mask_bear_3_frg_per_bkg.config train_dir=trained/retinanet_resnet50_v1_p1_a_h_no_mask_bear_3_frg_per_bkg n_steps=100000 save_interval_secs=600

p1_bear_a_h_mask_rcnn_resnet101_1_seq_to_samples_3_frg_per_bkg @ train

CUDA_VISIBLE_DEVICES=0 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_bear_a_h_mask_rcnn_resnet101_1_seq_to_samples_3_frg_per_bkg.config train_dir=trained/retinanet_resnet50_v1_p1_bear_a_h_mask_rcnn_resnet101_1_seq_to_samples_3_frg_per_bkg n_steps=100000 save_interval_secs=600

20k_bear @ train

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_bear.config train_dir=trained/retinanet_resnet50_v1_20k_bear n_steps=100000 save_interval_secs=600

20k_deer @ train

CUDA_VISIBLE_DEVICES=2 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_deer.config train_dir=trained/retinanet_resnet50_v1_20k_deer n_steps=100000 save_interval_secs=600

20k_coyote @ train

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_coyote.config train_dir=trained/retinanet_resnet50_v1_20k_coyote n_steps=100000 save_interval_secs=600

20k_moose @ train

CUDA_VISIBLE_DEVICES=0 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_moose.config train_dir=trained/retinanet_resnet50_v1_20k_moose n_steps=100000 save_interval_secs=600

20k_elk @ train

CUDA_VISIBLE_DEVICES=0 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_elk.config train_dir=trained/retinanet_resnet50_v1_20k_elk n_steps=100000 save_interval_secs=600

20k_bison @ train

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_bison.config train_dir=trained/retinanet_resnet50_v1_20k_bison n_steps=100000 save_interval_secs=600

no_static__bear @ train

CUDA_VISIBLE_DEVICES=2 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_no_static_bear.config train_dir=trained/retinanet_resnet50_v1_no_static_bear n_steps=100000 save_interval_secs=600

no_static__deer @ train

CUDA_VISIBLE_DEVICES=0 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_no_static_deer.config train_dir=trained/retinanet_resnet50_v1_no_static_deer n_steps=100000 save_interval_secs=600

no_static_coyote @ train

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_no_static_coyote.config train_dir=trained/retinanet_resnet50_v1_no_static_coyote n_steps=100000 save_interval_secs=600

40K_3 @ train

CUDA_VISIBLE_DEVICES=0 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_40k3.config train_dir=trained/retinanet_resnet50_v1_40k3 n_steps=100000 save_interval_secs=600

1K_3a @ train

CUDA_VISIBLE_DEVICES=2 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1k3a.config train_dir=trained/retinanet_resnet50_v1_1k3a n_steps=100000 save_interval_secs=600

1K_3a_sampled @ train

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1k3a_sampled.config train_dir=trained/retinanet_resnet50_v1_1k3a_sampled n_steps=100000 save_interval_secs=600

mp @ 1K_3a_sampled/train

CUDA_VISIBLE_DEVICES=0 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1k3a_sampled.config train_dir=trained/retinanet_resnet50_v1_1k3a_sampled_mp n_steps=100000 save_interval_secs=600 enable_mixed_precision=1

1K_3a_sampled_score_threshold_0 @ train

CUDA_VISIBLE_DEVICES=0 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1k3a_sampled_score_threshold_0.config train_dir=trained/retinanet_resnet50_v1_1k3a_sampled_score_threshold_0 n_steps=100000 save_interval_secs=600

500_static3a @ train

CUDA_VISIBLE_DEVICES=0 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_500_static3a.config train_dir=trained/retinanet_resnet50_v1_500_static3a n_steps=100000 save_interval_secs=600

windows_b32 @ 500_static3a/train

python3 /models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_500_static3a_b32.config train_dir=trained/retinanet_resnet50_v1_500_static3a_b32 n_steps=100000 save_interval_secs=600

200_static3a @ train

CUDA_VISIBLE_DEVICES=2 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_200_static3a.config train_dir=trained/retinanet_resnet50_v1_200_static3a n_steps=100000 save_interval_secs=600

win @ 200_static3a/train

CUDA_VISIBLE_DEVICES=2 python3 models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_200_static3a.config train_dir=trained/retinanet_resnet50_v1_200_static3a n_steps=100000 save_interval_secs=600

no_static3a @ train

CUDA_VISIBLE_DEVICES=0 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_no_static3a.config train_dir=trained/retinanet_resnet50_v1_no_static3a n_steps=100000 save_interval_secs=600

1600_static3 @ train

CUDA_VISIBLE_DEVICES=2 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1600_static_3.config train_dir=trained/retinanet_resnet50_v1_1600_static_3 n_steps=100000 save_interval_secs=600

20K_vid3a @ train

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_vid3a.config train_dir=trained/retinanet_resnet50_v1_20k_vid3a n_steps=100000 save_interval_secs=600

40K_3a @ train

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_40k3a.config train_dir=trained/retinanet_resnet50_v1_40k3a n_steps=100000 save_interval_secs=600

rt @ 40K_3a/train

CUDA_VISIBLE_DEVICES=2 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_40k3a.config train_dir=trained/retinanet_resnet50_v1_40k3a_rt n_steps=100000 save_interval_secs=600

p1_3_class_a_h_3_frg_per_bkg @ train

CUDA_VISIBLE_DEVICES=0 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_3_class_a_h_3_frg_per_bkg.config train_dir=trained/retinanet_resnet50_v1_p1_3_class_a_h_3_frg_per_bkg n_steps=100000 save_interval_secs=600

p1_3_class_a_h_no_mask_3_frg_per_bkg @ train

CUDA_VISIBLE_DEVICES=0 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_3_class_a_h_no_mask_3_frg_per_bkg.config train_dir=trained/retinanet_resnet50_v1_p1_3_class_a_h_no_mask_3_frg_per_bkg n_steps=100000 save_interval_secs=600

p1_3_class_a_h_mask_rcnn_resnet101_3_frg_per_bkg @ train

CUDA_VISIBLE_DEVICES=0 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_3_class_a_h_mask_rcnn_resnet101_3_frg_per_bkg.config train_dir=trained/retinanet_resnet50_v1_p1_3_class_a_h_mask_rcnn_resnet101_3_frg_per_bkg n_steps=100000 save_interval_secs=600

p1_3_class_a_h_siam_mask_3_frg_per_bkg @ train

CUDA_VISIBLE_DEVICES=0 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_3_class_a_h_siam_mask_3_frg_per_bkg.config train_dir=trained/retinanet_resnet50_v1_p1_3_class_a_h_siam_mask_3_frg_per_bkg n_steps=100000 save_interval_secs=600

p1_a_h_3_class_30 @ train

CUDA_VISIBLE_DEVICES=0 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_a_h_3_class_30.config train_dir=trained/retinanet_resnet50_v1_p1_a_h_3_class_30 n_steps=100000 save_interval_secs=600

p1_a_h_3_class_70 @ train

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_a_h_3_class_70.config train_dir=trained/retinanet_resnet50_v1_p1_a_h_3_class_70 n_steps=100000 save_interval_secs=600

p1_a_h_3_class_100 @ train

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_a_h_3_class_100.config train_dir=trained/retinanet_resnet50_v1_p1_a_h_3_class_100 n_steps=100000 save_interval_secs=600

p1_a_h_no_mask_3_class_10 @ train

CUDA_VISIBLE_DEVICES=0 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_a_h_no_mask_3_class_10.config train_dir=trained/retinanet_resnet50_v1_p1_a_h_no_mask_3_class_10 n_steps=100000 save_interval_secs=600

p1_a_h_no_mask_3_class_30 @ train

CUDA_VISIBLE_DEVICES=0 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_a_h_no_mask_3_class_30.config train_dir=trained/retinanet_resnet50_v1_p1_a_h_no_mask_3_class_30 n_steps=100000 save_interval_secs=600

p1_a_h_no_mask_3_class_70 @ train

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_a_h_no_mask_3_class_70.config train_dir=trained/retinanet_resnet50_v1_p1_a_h_no_mask_3_class_70 n_steps=100000 save_interval_secs=600

20k4 @ train

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k4.config train_dir=trained/retinanet_resnet50_v1_20k4 n_steps=100000 save_interval_secs=600

20K_vid4a @ train

CUDA_VISIBLE_DEVICES=2 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_vid4a.config train_dir=trained/retinanet_resnet50_v1_20k_vid4a n_steps=100000 save_interval_secs=600

p1_4_class_a_h @ train

CUDA_VISIBLE_DEVICES=2 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_4_class_a_h.config train_dir=trained/retinanet_resnet50_v1_p1_4_class_a_h n_steps=100000 save_interval_secs=600

p1_4_class_a_h_3_frg_per_bkg @ train

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_4_class_a_h_3_frg_per_bkg.config train_dir=trained/retinanet_resnet50_v1_p1_4_class_a_h_3_frg_per_bkg n_steps=100000 save_interval_secs=600

p1_4_class_a_h_no_mask_3_frg_per_bkg @ train

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_4_class_a_h_no_mask_3_frg_per_bkg.config train_dir=trained/retinanet_resnet50_v1_p1_4_class_a_h_no_mask_3_frg_per_bkg n_steps=100000 save_interval_secs=600

p1_4_class_a_h_mask_rcnn_resnet101_3_frg_per_bkg @ train

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_4_class_a_h_mask_rcnn_resnet101_3_frg_per_bkg.config train_dir=trained/retinanet_resnet50_v1_p1_4_class_a_h_mask_rcnn_resnet101_3_frg_per_bkg n_steps=100000 save_interval_secs=600

p1_4_class_a_h_siam_mask_3_frg_per_bkg @ train

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_4_class_a_h_siam_mask_3_frg_per_bkg.config train_dir=trained/retinanet_resnet50_v1_p1_4_class_a_h_siam_mask_3_frg_per_bkg n_steps=100000 save_interval_secs=600

p1_a_h_4_class_30 @ train

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_a_h_4_class_30.config train_dir=trained/retinanet_resnet50_v1_p1_a_h_4_class_30 n_steps=100000 save_interval_secs=600

p1_a_h_4_class_50 @ train

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_a_h_4_class_50.config train_dir=trained/retinanet_resnet50_v1_p1_a_h_4_class_50 n_steps=100000 save_interval_secs=600

p1_a_h_4_class_70 @ train

CUDA_VISIBLE_DEVICES=0 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_a_h_4_class_70.config train_dir=trained/retinanet_resnet50_v1_p1_a_h_4_class_70 n_steps=100000 save_interval_secs=600

p1_a_h_no_mask_4_class_30 @ train

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_a_h_no_mask_4_class_30.config train_dir=trained/retinanet_resnet50_v1_p1_a_h_no_mask_4_class_30 n_steps=100000 save_interval_secs=600

p1_a_h_no_mask_4_class_10 @ train

CUDA_VISIBLE_DEVICES=0 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/p1_a_h_no_mask_4_class_10.config train_dir=trained/p1_a_h_no_mask_4_class_10 n_steps=100000 save_interval_secs=600

p1_a_h_no_mask_4_class_70 @ train

CUDA_VISIBLE_DEVICES=0 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_a_h_no_mask_4_class_70.config train_dir=trained/retinanet_resnet50_v1_p1_a_h_no_mask_4_class_70 n_steps=100000 save_interval_secs=600

20K6 @ train

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k6.config train_dir=trained/retinanet_resnet50_v1_20k6 n_steps=100000 save_interval_secs=600

320x320 @ 20K6/train

CUDA_VISIBLE_DEVICES=0 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k6_320.config train_dir=trained/retinanet_resnet50_v1_20k6_320 n_steps=100000 save_interval_secs=600

20K6_5 @ train

CUDA_VISIBLE_DEVICES=2 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k6_5.config train_dir=trained/retinanet_resnet50_v1_20k6_5 n_steps=100000 save_interval_secs=600

20K6_60 @ train

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20K6_60.config train_dir=trained/retinanet_resnet50_v1_20K6_60 n_steps=100000 save_interval_secs=600

10k6_entire_seq @ train

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_10k6_entire_seq.config train_dir=trained/retinanet_resnet50_v1_10k6_entire_seq n_steps=100000 save_interval_secs=600

15k6_entire_seq @ train

CUDA_VISIBLE_DEVICES=2 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_15k6_entire_seq.config train_dir=trained/retinanet_resnet50_v1_15k6_entire_seq n_steps=100000 save_interval_secs=600

1k6_vid_entire_seq @ train

CUDA_VISIBLE_DEVICES=2 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1k6_vid_entire_seq.config train_dir=trained/retinanet_resnet50_v1_1k6_vid_entire_seq n_steps=100000 save_interval_secs=600

10k6_vid_entire_seq @ train

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_10k6_vid_entire_seq.config train_dir=trained/retinanet_resnet50_v1_10k6_vid_entire_seq n_steps=100000 save_interval_secs=600

15k6_vid_entire_seq @ train

CUDA_VISIBLE_DEVICES=2 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_15k6_vid_entire_seq.config train_dir=trained/retinanet_resnet50_v1_15k6_vid_entire_seq n_steps=100000 save_interval_secs=600

1_per_seq_6_class_vid_67_b32 @ train

CUDA_VISIBLE_DEVICES=0 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1_per_seq_6_class_vid_67_b32.config train_dir=trained/retinanet_resnet50_v1_1_per_seq_6_class_vid_67_b32 n_steps=100000 save_interval_secs=600

2_per_seq_6_class_vid_67_b32 @ train

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_2_per_seq_6_class_vid_67_b32.config train_dir=trained/retinanet_resnet50_v1_2_per_seq_6_class_vid_67_b32 n_steps=100000 save_interval_secs=600

5_per_seq_6_class_vid_67_b32 @ train

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_5_per_seq_6_class_vid_67_b32.config train_dir=trained/retinanet_resnet50_v1_5_per_seq_6_class_vid_67_b32 n_steps=100000 save_interval_secs=600

10_per_seq_6_class_vid_67_b32 @ train

CUDA_VISIBLE_DEVICES=0 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_10_per_seq_6_class_vid_67_b32.config train_dir=trained/retinanet_resnet50_v1_10_per_seq_6_class_vid_67_b32 n_steps=100000 save_interval_secs=600

acamp_switch_6_class @ train

100_per_class @ acamp_switch_6_class/train

individual @ 100_per_class/acamp_switch_6_class/train

CUDA_VISIBLE_DEVICES=0 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_acamp_switch_6_class_1_100.config train_dir=trained/retinanet_resnet50_v1_acamp_switch_6_class_1_100 n_steps=100000 save_interval_secs=600

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_acamp_switch_6_class_2_100.config train_dir=trained/retinanet_resnet50_v1_acamp_switch_6_class_2_100 n_steps=100000 save_interval_secs=600

CUDA_VISIBLE_DEVICES=0 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_acamp_switch_6_class_3_100.config train_dir=trained/retinanet_resnet50_v1_acamp_switch_6_class_3_100 n_steps=100000 save_interval_secs=600

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_acamp_switch_6_class_4_100.config train_dir=trained/retinanet_resnet50_v1_acamp_switch_6_class_4_100 n_steps=100000 save_interval_secs=600

CUDA_VISIBLE_DEVICES=0 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_acamp_switch_6_class_5_100.config train_dir=trained/retinanet_resnet50_v1_acamp_switch_6_class_5_100 n_steps=100000 save_interval_secs=600

combined @ 100_per_class/acamp_switch_6_class/train

CUDA_VISIBLE_DEVICES=0 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_acamp_switch_6_class_combined_100.config train_dir=trained/retinanet_resnet50_v1_acamp_switch_6_class_combined_100 n_steps=100000 save_interval_secs=600

20_per_class @ acamp_switch_6_class/train

individual @ 20_per_class/acamp_switch_6_class/train

CUDA_VISIBLE_DEVICES=0 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_acamp_switch_6_class_1_20.config train_dir=trained/retinanet_resnet50_v1_acamp_switch_6_class_1_20 n_steps=100000 save_interval_secs=600

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_acamp_switch_6_class_2_20.config train_dir=trained/retinanet_resnet50_v1_acamp_switch_6_class_2_20 n_steps=100000 save_interval_secs=600

CUDA_VISIBLE_DEVICES=2 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_acamp_switch_6_class_3_20.config train_dir=trained/retinanet_resnet50_v1_acamp_switch_6_class_3_20 n_steps=100000 save_interval_secs=600

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_acamp_switch_6_class_4_20.config train_dir=trained/retinanet_resnet50_v1_acamp_switch_6_class_4_20 n_steps=100000 save_interval_secs=600

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_acamp_switch_6_class_5_20.config train_dir=trained/retinanet_resnet50_v1_acamp_switch_6_class_5_20 n_steps=100000 save_interval_secs=600

combined @ 20_per_class/acamp_switch_6_class/train

CUDA_VISIBLE_DEVICES=0 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_acamp_switch_6_class_combined_20.config train_dir=trained/retinanet_resnet50_v1_acamp_switch_6_class_combined_20 n_steps=100000 save_interval_secs=600

4k8 @ train

CUDA_VISIBLE_DEVICES=0 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_4k8.config train_dir=trained/retinanet_resnet50_v1_4k8 n_steps=100000 save_interval_secs=600

1k8_vid @ train

CUDA_VISIBLE_DEVICES=2 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1k8_vid.config train_dir=trained/retinanet_resnet50_v1_1k8_vid n_steps=1000000 save_interval_secs=600

1k8_vid_even_min_1 @ train

CUDA_VISIBLE_DEVICES=2 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1k8_vid_even_min_1.config train_dir=trained/retinanet_resnet50_v1_1k8_vid_even_min_1 n_steps=1000000 save_interval_secs=600

1k8_vid_entire_seq @ train

CUDA_VISIBLE_DEVICES=2 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1k8_vid_entire_seq.config train_dir=trained/retinanet_resnet50_v1_1k8_vid_entire_seq n_steps=1000000 save_interval_secs=600

eval

1K_3a @ eval

CUDA_VISIBLE_DEVICES=0 python2 ~/models/research/object_detection/legacy/eval.py pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1k3a.config eval_dir=trained/retinanet_resnet50_v1_1k3a/eval checkpoint_dir=trained/retinanet_resnet50_v1_1k3a run_once=1

tf_api_eval

1600_static_3 @ tf_api_eval

on_train @ 1600_static_3/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_1600_static_3 labels_path=data/wildlife_label_map_20k3.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp1600_static3_train.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1600_static_3.config sampling_ratio=1.0 random_sampling=0 start_seq_id=0 write_summary=1 save_det=1 load_det=1

person_coco17_1600 @ on_train/1600_static_3/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_1600_static_3 labels_path=data/wildlife_label_map_20k3.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=person_coco17_1600 pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1600_static_3.config sampling_ratio=1.0 random_sampling=0 start_seq_id=0 write_summary=1 save_det=1 load_det=1

acamp_no_static_2_class @ 1600_static_3/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_1600_static_3 labels_path=data/wildlife_label_map_20k2.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k seq_paths=acamp_no_static_2_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1600_static_3.config sampling_ratio=1.0 random_sampling=1 sleep_time=10 eval_every=0 write_summary=1 save_det=1

40k3 @ tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_40k3 labels_path=data/wildlife_label_map_20k3.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 eval_every=10 root_dir=/data/acamp/acamp20k seq_paths=acamp40k3_test.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_40k3.config sampling_ratio=0.1 random_sampling=1 sleep_time=10 write_summary=1 save_det=1

on_train @ 40k3/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_40k3 labels_path=data/wildlife_label_map_20k3.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp40k3_coco_train.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_40k3.config sampling_ratio=1.0 random_sampling=0 start_seq_id=0 write_summary=1 save_det=1 load_det=0

no_human @ on_train/40k3/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_40k3 labels_path=data/wildlife_label_map_20k3.pbtxt n_frames=0 batch_size=32 show_img=0 n_classes=3 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp40k3_coco_train_no_human.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_40k3.config sampling_ratio=1.0 random_sampling=0 start_seq_id=0 write_summary=1 save_det=1 load_det=0

acamp_no_static_2_class @ 40k3/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_40k3 labels_path=data/wildlife_label_map_20k2.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k seq_paths=acamp_no_static_2_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_40k3.config sampling_ratio=1.0 random_sampling=1 sleep_time=10 eval_every=0 write_summary=0 write_summary=1 save_det=1

p1_a_h_no_mask_bear_3_frg_per_bkg @ tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_p1_a_h_no_mask_bear_3_frg_per_bkg labels_path=data/wildlife_label_map_bear.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=1 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_h_bear.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_a_h_no_mask_bear_3_frg_per_bkg.config load_samples=1 load_samples_root=/data/acamp/acamp20k/p1_a_h_bear_3_frg_per_bkg_inv sleep_time=10 write_summary=1 save_det=1 out_postfix=p1_a_h_bear_3_frg_per_bkg_inv load_det=0 score_thresholds=0:1:0.001

p1_bear_a_h_mask_rcnn_resnet101_1_seq_to_samples_3_frg_per_bkg @ tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_p1_bear_a_h_mask_rcnn_resnet101_1_seq_to_samples_3_frg_per_bkg labels_path=data/wildlife_label_map_bear.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=1 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_h_bear.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_bear_a_h_mask_rcnn_resnet101_1_seq_to_samples_3_frg_per_bkg.config load_samples=1 load_samples_root=/data/acamp/acamp20k/p1_a_h_bear_3_frg_per_bkg_inv sleep_time=10 write_summary=1 save_det=1 out_postfix=p1_a_h_bear_3_frg_per_bkg_inv load_det=0 score_thresholds=0:1:0.001

p1_3_class_a_h_3_frg_per_bkg @ tf_api_eval

inverted @ p1_3_class_a_h_3_frg_per_bkg/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_p1_3_class_a_h_3_frg_per_bkg labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_h_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_3_class_a_h_3_frg_per_bkg.config load_samples=1 load_samples_root=/data/acamp/acamp20k/p1_3_class_a_h_3_frg_per_bkg_inv sleep_time=10 write_summary=1 save_det=1 out_postfix=p1_3_class_a_h_3_frg_per_bkg_inv load_det=0 score_thresholds=0:1:0.001

p1_3_class_a_h_no_mask_3_frg_per_bkg @ tf_api_eval

p1_3_class_a_h_3_frg_per_bkg_inv @ p1_3_class_a_h_no_mask_3_frg_per_bkg/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_p1_3_class_a_h_no_mask_3_frg_per_bkg labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_h_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_3_class_a_h_no_mask_3_frg_per_bkg.config load_samples=1 load_samples_root=/data/acamp/acamp20k/p1_3_class_a_h_3_frg_per_bkg_inv sleep_time=10 write_summary=1 save_det=1 out_postfix=p1_3_class_a_h_3_frg_per_bkg_inv load_det=0 score_thresholds=0:1:0.001

p1_3_class_a_h_mask_rcnn_resnet101_3_frg_per_bkg @ tf_api_eval

p1_3_class_a_h_3_frg_per_bkg_inv @ p1_3_class_a_h_mask_rcnn_resnet101_3_frg_per_bkg/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_p1_3_class_a_h_mask_rcnn_resnet101_3_frg_per_bkg labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_h_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_3_class_a_h_mask_rcnn_resnet101_3_frg_per_bkg.config load_samples=1 load_samples_root=/data/acamp/acamp20k/p1_3_class_a_h_3_frg_per_bkg_inv sleep_time=10 write_summary=1 save_det=1 out_postfix=p1_3_class_a_h_3_frg_per_bkg_inv load_det=0 score_thresholds=0:1:0.001

p1_3_class_a_h_siam_mask_3_frg_per_bkg @ tf_api_eval

p1_3_class_a_h_3_frg_per_bkg_inv @ p1_3_class_a_h_siam_mask_3_frg_per_bkg/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_p1_3_class_a_h_siam_mask_3_frg_per_bkg labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_h_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_3_class_a_h_siam_mask_3_frg_per_bkg.config load_samples=1 load_samples_root=/data/acamp/acamp20k/p1_3_class_a_h_3_frg_per_bkg_inv sleep_time=10 write_summary=1 save_det=1 out_postfix=p1_3_class_a_h_3_frg_per_bkg_inv load_det=0 score_thresholds=0:1:0.001

p1_a_h_no_mask_3_class_30 @ tf_api_eval

p1_a_h_3_class_30_inverted @ p1_a_h_no_mask_3_class_30/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_p1_a_h_no_mask_3_class_30 labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_h_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_a_h_no_mask_3_class_30.config load_samples=1 load_samples_root=/data/acamp/acamp20k/p1_a_h_3_class_30_inverted sleep_time=10 write_summary=1 save_det=1 out_postfix=p1_a_h_3_class_30_inverted load_det=0 score_thresholds=0:1:0.001

p1_a_h_3_class_30 @ tf_api_eval

p1_3_class_a_h_3_frg_per_bkg_inv @ p1_a_h_3_class_30/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_p1_a_h_3_class_30 labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_h_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_a_h_3_class_30.config load_samples=1 load_samples_root=/data/acamp/acamp20k/p1_3_class_a_h_3_frg_per_bkg_inv sleep_time=10 write_summary=1 save_det=1 out_postfix=p1_3_class_a_h_3_frg_per_bkg_inv load_det=0 score_thresholds=0:1:0.001

on_train_100 @ p1_a_h_3_class_30/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_p1_a_h_3_class_30 labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_h_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_a_h_3_class_30.config sampling_ratio=1.0 random_sampling=1 sleep_time=10 eval_every=0 write_summary=1

acamp1K_static3a_test @ p1_a_h_3_class_30/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_p1_a_h_3_class_30 labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k seq_paths=acamp1K_static3a_test.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_a_h_3_class_30.config sampling_ratio=1.0 random_sampling=1 sleep_time=10 eval_every=0

acamp_no_static_3_class @ p1_a_h_3_class_30/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_p1_a_h_3_class_30 labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k seq_paths=acamp_no_static_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_a_h_3_class_30.config sampling_ratio=1.0 random_sampling=1 sleep_time=10 eval_every=0

on_inverted @ p1_a_h_3_class_30/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_p1_a_h_3_class_30 labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=1 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_h_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_a_h_3_class_30.config sampling_ratio=0.3 even_sampling=1 inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted load_det=0 score_thresholds=0:1:0.001 draw_plot=0

p1_a_h_3_class_70 @ tf_api_eval

on_inverted @ p1_a_h_3_class_70/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_p1_a_h_3_class_70 labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_h_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_a_h_3_class_70.config sampling_ratio=0.7 even_sampling=1 inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=train_inverted load_det=0

p1_a_h_3_class_100 @ tf_api_eval

acamp1K_static3a_test @ p1_a_h_3_class_100/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_p1_a_h_3_class_100 labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k seq_paths=acamp1K_static3a_test.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_a_h_3_class_100.config sampling_ratio=1.0 random_sampling=1 sleep_time=10 eval_every=0

on_train @ p1_a_h_3_class_100/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_p1_a_h_3_class_100 labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_h_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_a_h_3_class_100.config sampling_ratio=1.0 random_sampling=1 sleep_time=10 eval_every=0 write_summary=1

acamp_no_static_3_class @ p1_a_h_3_class_100/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_p1_a_h_3_class_100 labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k seq_paths=acamp_no_static_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_a_h_3_class_100.config sampling_ratio=1.0 random_sampling=1 sleep_time=10 eval_every=0 write_summary=1

1K_3a @ tf_api_eval

acamp1K_static3a_test @ 1K_3a/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_1k3a labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k seq_paths=acamp1K_static3a_test.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1k3a.config sampling_ratio=1.0 random_sampling=1 sleep_time=10 eval_every=0

acamp_no_static_3_class @ 1K_3a/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_1k3a labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k seq_paths=acamp_no_static_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1k3a.config sampling_ratio=1.0 random_sampling=1 sleep_time=10 eval_every=0 write_summary=1

p1_h_3_class @ 1K_3a/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_1k3a labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_h_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1k3a.config sampling_ratio=1.0 random_sampling=1 sleep_time=10 eval_every=0 write_summary=1

p1_a_3_class @ 1K_3a/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_1k3a labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1k3a.config sampling_ratio=1.0 random_sampling=1 sleep_time=10 eval_every=0 write_summary=1

p1_a_h_3_class_30_inverted @ 1K_3a/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_1k3a labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_h_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1k3a.config sampling_ratio=0.3 even_sampling=1 inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=p1_a_h_3_class_30_inverted load_det=0

p1_a_h_3_class_70_inverted @ 1K_3a/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_1k3a labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_h_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1k3a.config sampling_ratio=0.7 even_sampling=1 inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=p1_a_h_3_class_70_inverted load_det=0

p1_a_h_3_class_100 @ 1K_3a/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_1k3a labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_h_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1k3a.config sampling_ratio=1.0 random_sampling=1 sleep_time=10 eval_every=0 write_summary=1

1K_3a_sampled @ tf_api_eval

inverted @ 1K_3a_sampled/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_1k3a_sampled labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=32 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k seq_paths=acamp_static_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1k3a_sampled.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp1K_static3a_sampled_train_inverted sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted load_det=0 score_thresholds=0:1:0.001

map_plotting @ inverted/1K_3a_sampled/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_1k3a_sampled labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=1 show_img=0 n_classes=3 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_static_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1k3a_sampled.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp1K_static3a_sampled_train_inverted sleep_time=10 write_summary=1 save_det=0 out_postfix=inverted load_det=1 eval_every=0 load_dir=trained/retinanet_resnet50_v1_1k3a_sampled/19507_on_inverted show_animation=0 draw_plot=0 results_path=results/trained_retinanet_resnet50_v1_1k3a_sampled_19507_on_inverted score_thresholds=0:1:0.001

win @ inverted/1K_3a_sampled/tf_api_eval

python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_1k3a_sampled labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=1 show_img=0 n_classes=3 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_static_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1k3a_sampled.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp1K_static3a_sampled_train_inverted sleep_time=10 write_summary=1 save_det=0 out_postfix=inverted load_det=1 eval_every=0 load_dir=H:\UofA\PhD\Reports\190721_wacv_animal_detection_paper\results\retinanet\trained_retinanet_resnet50_v1_1k3a_sampled_19507_on_inverted_grs_190615_101104 show_animation=0 draw_plot=1 results_path=results/trained_retinanet_resnet50_v1_1k3a_sampled_19507_on_inverted_grs_190615_101104 score_thresholds=0.19

all_vid @ 1K_3a_sampled/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_1k3a_sampled labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=32 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k seq_paths=acamp_video_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1k3a_sampled.config sleep_time=10 write_summary=1 save_det=1 out_postfix=all_vid load_det=0 score_thresholds=0:1:0.001

p1_3_class_a_h_3_frg_per_bkg_inv @ 1K_3a_sampled/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_1k3a_sampled labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=32 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_h_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1k3a_sampled.config sleep_time=10 write_summary=1 save_det=1 out_postfix=p1_3_class_a_h_3_frg_per_bkg_inv load_det=0 load_samples=1 load_samples_root=/data/acamp/acamp20k/p1_3_class_a_h_3_frg_per_bkg_inv score_thresholds=0:1:0.001

1K_3a_sampled_score_threshold_0 @ tf_api_eval

inverted @ 1K_3a_sampled_score_threshold_0/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_1k3a_sampled_score_threshold_0 labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=32 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k seq_paths=acamp_static_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1k3a_sampled_score_threshold_0.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp1K_static3a_sampled_train_inverted sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted load_det=0 score_thresholds=0:1:0.001

500_static3a @ tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_500_static3a labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=1 show_img=0 n_classes=3 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_static_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_500_static3a.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp500_static3a_train_inverted sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted load_det=1 score_thresholds=0:1:0.001

class_agnostic @ 500_static3a/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_500_static3a labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=1 show_img=0 n_classes=3 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_static_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_500_static3a.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp500_static3a_train_inverted sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted load_det=1 score_thresholds=0:1:0.001 class_agnostic=1

nms_thresh_0 @ 500_static3a/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_500_static3a labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=1 show_img=0 n_classes=3 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_static_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_500_static3a.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp500_static3a_train_inverted sleep_time=10 write_summary=1 save_det=1 out_postfix=nms_thresh_0_inverted load_det=0 score_thresholds=0:1:0.001 inference_dir=inference_nms_thresh_0

bgr_to_rgb_0 @ nms_thresh_0/500_static3a/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_500_static3a labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=1 show_img=0 n_classes=3 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_static_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_500_static3a.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp500_static3a_train_inverted sleep_time=10 write_summary=1 save_det=1 out_postfix=nms_thresh_0_inverted_bgr load_det=0 score_thresholds=0:1:0.001 inference_dir=inference_nms_thresh_0 bgr_to_rgb=0

200_static3a @ tf_api_eval

inverted @ 200_static3a/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_200_static3a labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=1 show_img=0 n_classes=3 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_static_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_200_static3a.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp200_static3a_sampled_train_inverted sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted load_det=0 score_thresholds=0:1:0.001

inclusive @ inverted/200_static3a/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_200_static3a labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=1 show_img=0 n_classes=3 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_static_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_200_static3a.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp200_static3a_sampled_train_inverted sleep_time=10 write_summary=1 save_det=0 out_postfix=inverted load_det=1 eval_every=0 score_thresholds=0:1.01:0.01 load_dir=H:\UofA\PhD\Reports\190721_wacv_animal_detection_paper\results\retinanet\trained_retinanet_resnet50_v1_200_static3a_29925_on_inverted_grs_190615_085631 show_animation=0 draw_plot=0 results_path=results/trained_retinanet_resnet50_v1_200_static3a_29925_on_inverted_grs_190615_085631

map_plotting @ inverted/200_static3a/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_200_static3a labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=1 show_img=0 n_classes=3 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_static_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_200_static3a.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp200_static3a_sampled_train_inverted sleep_time=10 write_summary=1 save_det=0 out_postfix=inverted load_det=1 eval_every=0 load_dir=trained/retinanet_resnet50_v1_200_static3a/29925_on_inverted show_animation=0 draw_plot=0 results_path=results/trained_retinanet_resnet50_v1_200_static3a_29925_on_inverted score_thresholds=0:1:0.001

win @ inverted/200_static3a/tf_api_eval

python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_200_static3a labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=1 show_img=0 n_classes=3 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_static_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_200_static3a.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp200_static3a_sampled_train_inverted sleep_time=10 write_summary=1 save_det=0 out_postfix=inverted load_det=1 eval_every=0 score_thresholds=0 load_dir=H:\UofA\PhD\Reports\190721_wacv_animal_detection_paper\results\retinanet\trained_retinanet_resnet50_v1_200_static3a_29925_on_inverted_grs_190615_085631 show_animation=0 draw_plot=1 results_path=results/trained_retinanet_resnet50_v1_200_static3a_29925_on_inverted_grs_190615_085631

20K_vid3a @ tf_api_eval

acamp200_static3a_inverted @ 20K_vid3a/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k_vid3a labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=1 show_img=0 n_classes=3 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_static_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_vid3a.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp200_static3a_sampled_train_inverted sleep_time=10 write_summary=1 save_det=1 out_postfix=acamp200_static3a_inverted load_det=1 load_dir=trained/retinanet_resnet50_v1_20k_vid3a/38575_on_acamp200_static3a_inverted score_thresholds=0:1:0.001

all_static @ 20K_vid3a/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k_vid3a labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=1 show_img=0 n_classes=3 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_static_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_vid3a.config sleep_time=10 write_summary=1 save_det=1 out_postfix=all_static score_thresholds=0:1:0.001

class_agnostic @ all_static/20K_vid3a/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k_vid3a labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=1 show_img=0 n_classes=3 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_static_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_vid3a.config sleep_time=10 write_summary=1 save_det=1 out_postfix=all_static score_thresholds=0:1:0.001 class_agnostic=1 load_det=1

no_static3a @ tf_api_eval

acamp_all_static_3_class @ no_static3a/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_no_static3a labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k seq_paths=acamp_static_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_no_static3a.config sampling_ratio=1.0 random_sampling=1 sleep_time=10 eval_every=0 write_summary=1 save_det=1

p1_h_3_class @ no_static3a/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_no_static3a labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_h_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_no_static3a.config sampling_ratio=1.0 random_sampling=1 sleep_time=10 eval_every=0 write_summary=1 save_det=1

p1_a_3_class @ no_static3a/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_no_static3a labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_no_static3a.config sampling_ratio=1.0 random_sampling=1 sleep_time=10 eval_every=0 write_summary=1 save_det=1

40k3a_rt @ tf_api_eval

on_train @ 40k3a_rt/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_40k3a_rt labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=16 show_img=0 n_classes=3 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp40k3a_train.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_40k3a.config write_summary=1 save_det=1 out_postfix=train

40k3a @ tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_40k3a labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 eval_every=10 root_dir=/data/acamp/acamp20k seq_paths=acamp40k3a_test.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_40k3a.config sampling_ratio=0.1 random_sampling=1 sleep_time=10 write_summary=1 save_det=1

on_train @ 40k3a/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_40k3a labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=16 show_img=0 n_classes=3 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp40k3a_train.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_40k3a.config write_summary=1 save_det=1 out_postfix=train

acamp_no_static_3_class @ 40k3a/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_40k3a labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k seq_paths=acamp_no_static_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_40k3a.config sampling_ratio=1.0 random_sampling=1 sleep_time=10 eval_every=0 write_summary=1 save_det=1

acamp_all_static_3_class @ 40k3a/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_40k3a labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k seq_paths=acamp_static_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_40k3a.config sampling_ratio=1.0 random_sampling=1 sleep_time=10 eval_every=0 write_summary=1 save_det=1

p1_h_3_class @ 40k3a/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_40k3a labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_h_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_40k3a.config sampling_ratio=1.0 random_sampling=1 sleep_time=10 eval_every=0 write_summary=1 save_det=1

p1_a_3_class @ 40k3a/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_40k3a labels_path=data/wildlife_label_map_20k3a.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=3 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_40k3a.config sampling_ratio=1.0 random_sampling=1 sleep_time=10 eval_every=0 write_summary=1 save_det=1

no_static__bear @ tf_api_eval

on_train @ no_static__bear/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_no_static_bear labels_path=data/wildlife_label_map_bear.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_no_static_bear.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_no_static_bear.config sampling_ratio=1.0 sleep_time=10 write_summary=1 save_det=1 out_postfix=acamp_no_static_bear load_det=0

acamp_static_bear @ no_static__bear/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_no_static_bear labels_path=data/wildlife_label_map_bear.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_static_bear.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_no_static_bear.config sampling_ratio=1.0 sleep_time=10 write_summary=1 save_det=1 out_postfix=acamp_static_bear load_det=0

acamp_static_3_class @ no_static__bear/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_no_static_bear labels_path=data/wildlife_label_map_bear.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_static_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_no_static_bear.config sampling_ratio=1.0 sleep_time=10 write_summary=1 save_det=1 out_postfix=acamp_static_3_class load_det=0

no_static__deer @ tf_api_eval

on_train @ no_static__deer/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_no_static_deer labels_path=data/wildlife_label_map_deer.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_no_static_deer.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_no_static_deer.config sampling_ratio=1.0 sleep_time=10 write_summary=1 save_det=1 out_postfix=acamp_no_static_deer load_det=0

acamp_static_deer @ no_static__deer/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_no_static_deer labels_path=data/wildlife_label_map_deer.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_static_deer.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_no_static_deer.config sampling_ratio=1.0 sleep_time=10 write_summary=1 save_det=1 out_postfix=acamp_static_deer load_det=0

acamp_static_3_class @ no_static__deer/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_no_static_deer labels_path=data/wildlife_label_map_deer.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_static_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_no_static_deer.config sampling_ratio=1.0 sleep_time=10 write_summary=1 save_det=1 out_postfix=acamp_static_3_class load_det=0

no_static_coyote @ tf_api_eval

on_train @ no_static_coyote/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_no_static_coyote labels_path=data/wildlife_label_map_coyote.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_no_static_coyote.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_no_static_coyote.config sampling_ratio=1.0 sleep_time=10 write_summary=1 save_det=1 out_postfix=acamp_no_static_coyote load_det=0

acamp_static_coyote @ no_static_coyote/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_no_static_coyote labels_path=data/wildlife_label_map_coyote.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_static_coyote.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_no_static_coyote.config sampling_ratio=1.0 sleep_time=10 write_summary=1 save_det=1 out_postfix=acamp_static_coyote load_det=0

acamp_static_3_class @ no_static_coyote/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_no_static_coyote labels_path=data/wildlife_label_map_coyote.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_static_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_no_static_coyote.config sampling_ratio=1.0 sleep_time=10 write_summary=1 save_det=1 out_postfix=acamp_static_3_class load_det=0

20k_bear @ tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k_bear labels_path=data/wildlife_label_map_bear.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_bear.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_bear.config sampling_ratio=0.8 inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=20k_bear_inverted load_det=0

20k4_inverted @ 20k_bear/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k_bear labels_path=data/wildlife_label_map_bear.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_4_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_bear.config sampling_ratio=0.8 inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=20k4_inverted load_det=0

acamp_all_static_3_class @ 20k_bear/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k_bear labels_path=data/wildlife_label_map_bear.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_static_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_bear.config sampling_ratio=1.0 sleep_time=10 write_summary=1 save_det=1 out_postfix=acamp_static_3_class load_det=0

20k6_inverted @ 20k_bear/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k_bear labels_path=data/wildlife_label_map_bear.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_bear.config sampling_ratio=0.8 inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=20k6_inverted load_det=0

only_video @ 20k6_inverted/20k_bear/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k_bear labels_path=data/wildlife_label_map_bear.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=6 eval_every=-1 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class_video.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_bear.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp20k6_5_inv_only_vid sleep_time=10 write_summary=1 save_det=1 out_postfix=20k6_5_inv_only_vid load_det=0

20k_deer @ tf_api_eval

on_inverted @ 20k_deer/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k_deer labels_path=data/wildlife_label_map_deer.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=1 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_deer.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_deer.config sampling_ratio=0.8 inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=20k_deer_inverted load_det=0

20k4_inverted @ 20k_deer/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k_deer labels_path=data/wildlife_label_map_deer.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_4_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_deer.config sampling_ratio=0.8 inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=20k4_inverted load_det=0

acamp_all_static_3_class @ 20k_deer/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k_deer labels_path=data/wildlife_label_map_deer.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_static_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_deer.config sampling_ratio=1.0 sleep_time=10 write_summary=1 save_det=1 out_postfix=acamp_static_3_class load_det=0

20k6_inverted @ 20k_deer/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k_deer labels_path=data/wildlife_label_map_deer.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_deer.config sampling_ratio=0.8 inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=20k6_inverted load_det=0

only_video @ 20k6_inverted/20k_deer/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k_deer labels_path=data/wildlife_label_map_deer.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=6 eval_every=-1 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class_video.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_deer.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp20k6_5_inv_only_vid sleep_time=10 write_summary=1 save_det=1 out_postfix=20k6_5_inv_only_vid load_det=0

20k_coyote @ tf_api_eval

on_inverted @ 20k_coyote/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k_coyote labels_path=data/wildlife_label_map_coyote.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=1 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_coyote.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_coyote.config sampling_ratio=0.8 inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=20k_coyote_inverted load_det=0

20k4_inverted @ 20k_coyote/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k_coyote labels_path=data/wildlife_label_map_coyote.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_4_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_coyote.config sampling_ratio=0.8 inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=20k4_inverted load_det=0

acamp_all_static_3_class @ 20k_coyote/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k_coyote labels_path=data/wildlife_label_map_coyote.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_static_3_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_coyote.config sampling_ratio=1.0 sleep_time=10 write_summary=1 save_det=1 out_postfix=acamp_static_3_class load_det=0

20k6_inverted @ 20k_coyote/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k_coyote labels_path=data/wildlife_label_map_coyote.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_coyote.config sampling_ratio=0.8 inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=20k6_inverted load_det=0

only_video @ 20k6_inverted/20k_coyote/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k_coyote labels_path=data/wildlife_label_map_coyote.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=6 eval_every=-1 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class_video.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_coyote.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp20k6_5_inv_only_vid sleep_time=10 write_summary=1 save_det=1 out_postfix=20k6_5_inv_only_vid load_det=0

20k_moose @ tf_api_eval

on_inverted @ 20k_moose/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k_moose labels_path=data/wildlife_label_map_moose.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=1 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_moose.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_moose.config sampling_ratio=0.8 inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=20k_moose_inverted load_det=0

20k4_inverted @ 20k_moose/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k_moose labels_path=data/wildlife_label_map_moose.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_4_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_moose.config sampling_ratio=0.8 inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=20k4_inverted load_det=0

20k6_inverted @ 20k_moose/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k_moose labels_path=data/wildlife_label_map_moose.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_moose.config sampling_ratio=0.8 inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=20k6_inverted load_det=0

only_video @ 20k6_inverted/20k_moose/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k_moose labels_path=data/wildlife_label_map_moose.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=6 eval_every=-1 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class_video.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_moose.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp20k6_5_inv_only_vid sleep_time=10 write_summary=1 save_det=1 out_postfix=20k6_5_inv_only_vid load_det=0

20k_elk @ tf_api_eval

on_inverted @ 20k_elk/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k_elk labels_path=data/wildlife_label_map_elk.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=1 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_elk.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_elk.config sampling_ratio=0.8 inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=20k_elk_inverted load_det=0

20k6_inverted @ 20k_elk/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k_elk labels_path=data/wildlife_label_map_elk.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_elk.config sampling_ratio=0.8 inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=20k6_inverted load_det=0

only_video @ 20k6_inverted/20k_elk/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k_elk labels_path=data/wildlife_label_map_elk.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=6 eval_every=-1 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class_video.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_elk.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp20k6_5_inv_only_vid sleep_time=10 write_summary=1 save_det=1 out_postfix=20k6_5_inv_only_vid load_det=0

20k_bison @ tf_api_eval

on_inverted @ 20k_bison/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k_bison labels_path=data/wildlife_label_map_bison.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=1 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_bison.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_bison.config sampling_ratio=0.8 inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=20k_bison_inverted load_det=0

20k6_inverted @ 20k_bison/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k_bison labels_path=data/wildlife_label_map_bison.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_bison.config sampling_ratio=0.8 inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=20k6_inverted load_det=0

only_video @ 20k6_inverted/20k_bison/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k_bison labels_path=data/wildlife_label_map_bison.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=6 eval_every=-1 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class_video.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_bison.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp20k6_5_inv_only_vid sleep_time=10 write_summary=1 save_det=1 out_postfix=20k6_5_inv_only_vid load_det=0

20k4 @ tf_api_eval

on_inverted @ 20k4/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k4 labels_path=data/wildlife_label_map_20k4.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_4_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k4.config sampling_ratio=0.8 inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=20k4_inverted load_det=0

on_train @ 20k4/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k4 labels_path=data/wildlife_label_map_20k4.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_4_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k4.config sampling_ratio=0.8 sleep_time=10 write_summary=1 save_det=1 out_postfix=train load_det=0

p1_a_h_4_class_30_inverted @ 20k4/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k4 labels_path=data/wildlife_label_map_20k4.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 eval_every=0 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_h_4_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k4.config sampling_ratio=0.3 even_sampling=1 inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=p1_a_h_4_class_30_inverted load_det=0

p1_a_h_4_class_50_inverted @ 20k4/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k4 labels_path=data/wildlife_label_map_20k4.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 eval_every=0 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_h_4_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k4.config sampling_ratio=0.5 even_sampling=1 inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=p1_a_h_4_class_50_inverted load_det=0

p1_4_class_a_h_3_frg_per_bkg_inv @ 20k4/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k4 labels_path=data/wildlife_label_map_20k4.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_h_4_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k4.config load_samples=1 load_samples_root=/data/acamp/acamp20k/p1_4_class_a_h_3_frg_per_bkg_inv sleep_time=10 write_summary=1 save_det=1 out_postfix=p1_4_class_a_h_3_frg_per_bkg_inv load_det=0 score_thresholds=0:1:0.001

prototype_1_vid_4_class @ 20k4/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k4 labels_path=data/wildlife_label_map_20k4.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 root_dir=/data/acamp/acamp20k/prototype_1_vid seq_paths=prototype_1_vid_4_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k4.config sleep_time=10 write_summary=1 save_det=1 out_postfix=prototype_1_vid_4_class load_det=0 score_thresholds=0:1:0.001

20K_vid4a @ tf_api_eval

p1_4_class_a_h_3_frg_per_bkg_inv @ 20K_vid4a/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k_vid4a labels_path=data/wildlife_label_map_20k4.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_h_4_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k_vid4a.config load_samples=1 load_samples_root=/data/acamp/acamp20k/p1_4_class_a_h_3_frg_per_bkg_inv sleep_time=10 write_summary=1 save_det=1 out_postfix=p1_4_class_a_h_3_frg_per_bkg_inv load_det=0 score_thresholds=0:1:0.001

p1_4_class_a_h_3_frg_per_bkg @ tf_api_eval

inverted @ p1_4_class_a_h_3_frg_per_bkg/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_p1_4_class_a_h_3_frg_per_bkg labels_path=data/wildlife_label_map_20k4.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_h_4_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_4_class_a_h_3_frg_per_bkg.config load_samples=1 load_samples_root=/data/acamp/acamp20k/p1_4_class_a_h_3_frg_per_bkg_inv sleep_time=10 write_summary=1 save_det=1 out_postfix=p1_4_class_a_h_3_frg_per_bkg_inv load_det=0 score_thresholds=0:1:0.001

prototype_1_vid_4_class @ p1_4_class_a_h_3_frg_per_bkg/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_p1_4_class_a_h_3_frg_per_bkg labels_path=data/wildlife_label_map_20k4.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 root_dir=/data/acamp/acamp20k/prototype_1_vid seq_paths=prototype_1_vid_4_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_4_class_a_h_3_frg_per_bkg.config sleep_time=10 write_summary=1 save_det=1 out_postfix=prototype_1_vid_4_class load_det=0 score_thresholds=0:1:0.001

vis @ prototype_1_vid_4_class/p1_4_class_a_h_3_frg_per_bkg/tf_api_eval

python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_p1_4_class_a_h_3_frg_per_bkg labels_path=data/wildlife_label_map_20k4.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 root_dir=/data/acamp/acamp20k/prototype_1_vid seq_paths=prototype_1_vid_4_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_4_class_a_h_3_frg_per_bkg.config sleep_time=10 write_summary=1 save_det=1 out_postfix=prototype_1_vid_4_class load_det=1 show_img=1 eval_every=-1

prototype_1_vid_4_class_no_moving_bkg @ p1_4_class_a_h_3_frg_per_bkg/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_p1_4_class_a_h_3_frg_per_bkg labels_path=data/wildlife_label_map_20k4.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 root_dir=/data/acamp/acamp20k/prototype_1_vid seq_paths=prototype_1_vid_4_class_no_moving_bkg.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_4_class_a_h_3_frg_per_bkg.config sleep_time=10 write_summary=1 save_det=1 out_postfix=prototype_1_vid_4_class load_det=1 score_thresholds=0:1:0.001

p1_4_class_a_h_no_mask_3_frg_per_bkg @ tf_api_eval

p1_4_class_a_h_3_frg_per_bkg_inv @ p1_4_class_a_h_no_mask_3_frg_per_bkg/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_p1_4_class_a_h_no_mask_3_frg_per_bkg labels_path=data/wildlife_label_map_20k4.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_h_4_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_4_class_a_h_no_mask_3_frg_per_bkg.config load_samples=1 load_samples_root=/data/acamp/acamp20k/p1_4_class_a_h_3_frg_per_bkg_inv sleep_time=10 write_summary=1 save_det=1 out_postfix=p1_4_class_a_h_3_frg_per_bkg_inv load_det=0 score_thresholds=0:1:0.001

p1_4_class_a_h_mask_rcnn_resnet101_3_frg_per_bkg @ tf_api_eval

p1_4_class_a_h_3_frg_per_bkg_inv @ p1_4_class_a_h_mask_rcnn_resnet101_3_frg_per_bkg/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_p1_4_class_a_h_mask_rcnn_resnet101_3_frg_per_bkg labels_path=data/wildlife_label_map_20k4.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_h_4_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_4_class_a_h_mask_rcnn_resnet101_3_frg_per_bkg.config load_samples=1 load_samples_root=/data/acamp/acamp20k/p1_4_class_a_h_3_frg_per_bkg_inv sleep_time=10 write_summary=1 save_det=1 out_postfix=p1_4_class_a_h_3_frg_per_bkg_inv load_det=0 score_thresholds=0:1:0.001

p1_a_h_4_class_70_inverted @ p1_4_class_a_h_mask_rcnn_resnet101_3_frg_per_bkg/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k4 labels_path=data/wildlife_label_map_20k4.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 eval_every=0 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_h_4_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k4.config sampling_ratio=0.7 even_sampling=1 inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=p1_a_h_4_class_70_inverted load_det=0

p1_4_class_a_h_siam_mask_3_frg_per_bkg @ tf_api_eval

p1_4_class_a_h_3_frg_per_bkg_inv @ p1_4_class_a_h_siam_mask_3_frg_per_bkg/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_p1_4_class_a_h_siam_mask_3_frg_per_bkg labels_path=data/wildlife_label_map_20k4.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_h_4_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_4_class_a_h_siam_mask_3_frg_per_bkg.config load_samples=1 load_samples_root=/data/acamp/acamp20k/p1_4_class_a_h_3_frg_per_bkg_inv sleep_time=10 write_summary=1 save_det=1 out_postfix=p1_4_class_a_h_3_frg_per_bkg_inv load_det=0 score_thresholds=0:1:0.001

p1_a_h_no_mask_4_class_30 @ tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 ~/models/research/object_detection/legacy/train.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_a_h_no_mask_4_class_30.config train_dir=trained/retinanet_resnet50_v1_p1_a_h_no_mask_4_class_30 n_steps=100000 save_interval_secs=600

p1_a_h_4_class_30_inverted @ p1_a_h_no_mask_4_class_30/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_p1_a_h_no_mask_4_class_30 labels_path=data/wildlife_label_map_20k4.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 eval_every=0 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_h_4_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_a_h_no_mask_4_class_30.config sleep_time=10 write_summary=1 load_samples=1 load_samples_root=/data/acamp/acamp20k/p1_a_h_4_class_30_inverted save_det=1 out_postfix=p1_a_h_4_class_30_inverted load_det=0 score_thresholds=0:1:0.001

p1_a_h_4_class_30 @ tf_api_eval

on_inverted @ p1_a_h_4_class_30/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_p1_a_h_4_class_30 labels_path=data/wildlife_label_map_20k4.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 eval_every=0 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_h_4_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_a_h_4_class_30.config sampling_ratio=0.3 even_sampling=1 inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted load_det=0 score_thresholds=0:1:0.001

p1_4_class_a_h_3_frg_per_bkg_inv @ p1_a_h_4_class_30/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_p1_a_h_4_class_30 labels_path=data/wildlife_label_map_20k4.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_h_4_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_a_h_4_class_30.config load_samples=1 load_samples_root=/data/acamp/acamp20k/p1_4_class_a_h_3_frg_per_bkg_inv sleep_time=10 write_summary=1 save_det=1 out_postfix=p1_4_class_a_h_3_frg_per_bkg_inv load_det=0 score_thresholds=0:1:0.001

p1_a_h_4_class_50 @ tf_api_eval

on_inverted @ p1_a_h_4_class_50/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_p1_a_h_4_class_50 labels_path=data/wildlife_label_map_20k4.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 eval_every=0 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_h_4_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_a_h_4_class_50.config sampling_ratio=0.5 even_sampling=1 inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=train_inverted load_det=0

p1_a_h_4_class_70 @ tf_api_eval

on_inverted @ p1_a_h_4_class_70/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_p1_a_h_4_class_70 labels_path=data/wildlife_label_map_20k4.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=4 eval_every=0 root_dir=/data/acamp/acamp20k/prototype_1 seq_paths=p1_a_h_4_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_p1_a_h_4_class_70.config sampling_ratio=0.7 even_sampling=1 inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=train_inverted load_det=0

20k6 @ tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k6 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k6.config sampling_ratio=-0.2 random_sampling=0 sleep_time=10 write_summary=1 save_det=1 out_postfix=acamp_all_6_class_20_from_end load_det=0

on_train @ 20k6/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k6 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k6.config sampling_ratio=0.8 random_sampling=0 sleep_time=10 write_summary=1 save_det=1 out_postfix=train

custom_folder @ 20k6/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k6 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=64 show_img=1 n_classes=6 eval_every=-1 seq_paths=<custom_folder_path> pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k6.config sleep_time=10 write_summary=1 save_det=1 out_postfix=custom_folder load_det=0

20k6_320 @ tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k6_320 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k6_320.config sampling_ratio=-0.2 random_sampling=0 sleep_time=10 write_summary=1 save_det=1 out_postfix=acamp_all_6_class_20_from_end load_det=1 save_dir=trained/retinanet_resnet50_v1_20k6_320/50782_on_acamp_all_6_class_20_from_end

acamp_all_coyote @ 20k6_320/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k6_320 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_coyote.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k6_320.config sampling_ratio=-0.2 random_sampling=0 sleep_time=10 write_summary=1 save_det=1 out_postfix=acamp_all_6_class_20_from_end load_det=1 save_dir=trained/retinanet_resnet50_v1_20k6_320/50782_on_acamp_all_6_class_20_from_end

acamp_all_deer @ 20k6_320/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k6_320 labels_path=data/wildlife_label_map_deer.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=1 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_deer.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k6_320.config sampling_ratio=-0.2 random_sampling=0 sleep_time=10 write_summary=1 save_det=1 out_postfix=acamp_all_6_class_20_from_end load_det=1 save_dir=trained/retinanet_resnet50_v1_20k6_320/50782_on_acamp_all_6_class_20_from_end

20k6_5 @ tf_api_eval

inverted @ 20k6_5/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k6_5 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=56 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k6_5.config sampling_ratio=0.05 inverted_sampling=1 random_sampling=0 sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted load_det=1 load_dir=trained/retinanet_resnet50_v1_20k6_5/8320_on_inverted score_thresholds=0:1:0.001

combine_sequences_640x360 @ inverted/20k6_5/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k6_5 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=112 show_img=0 n_classes=6 eval_every=-1 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k6_5.config sampling_ratio=0.05 inverted_sampling=1 random_sampling=0 sleep_time=10 write_summary=1 save_det=0 out_postfix=inverted load_det=0 load_dir=trained/retinanet_resnet50_v1_20k6_5/8320_on_inverted combine_sequences=1 input_size=640x360

combine_sequences_416x416 @ inverted/20k6_5/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k6_5 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=1 show_img=0 n_classes=6 eval_every=-1 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k6_5.config sampling_ratio=0.05 inverted_sampling=1 random_sampling=0 sleep_time=10 write_summary=1 save_det=0 out_postfix=inverted load_det=0 load_dir=trained/retinanet_resnet50_v1_20k6_5/8320_on_inverted combine_sequences=1 input_size=416x416

score_thresholds_0 @ inverted/20k6_5/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k6_5 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=16 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k6_5.config sampling_ratio=0.05 inverted_sampling=1 random_sampling=0 sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted load_det=1 score_thresholds=0

acamp_all_coyote @ 20k6_5/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k6_5 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=16 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_coyote.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k6_5.config sampling_ratio=0.05 inverted_sampling=1 random_sampling=0 sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted load_det=0

only_video @ 20k6_5/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k6_5 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=56 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class_video.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k6_5.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp20k6_5_inv_only_vid sleep_time=10 write_summary=1 save_det=1 out_postfix=inv_only_vid load_det=1 load_dir=trained/retinanet_resnet50_v1_20k6_5/8320_on_inverted score_thresholds=0:1:0.001

nms_thresh_0 @ only_video/20k6_5/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k6_5 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=24 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class_video.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k6_5.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp20k6_5_inv_only_vid sleep_time=10 write_summary=1 save_det=1 out_postfix=nms_thresh_0_inv_only_vid load_det=1 load_dir=trained/retinanet_resnet50_v1_20k6_5/8320_on_nms_thresh_0_inv_only_vid score_thresholds=0:1:0.001 inference_dir=inference_nms_thresh_0

bgr @ nms_thresh_0/only_video/20k6_5/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20k6_5 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=24 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class_video.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20k6_5.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp20k6_5_inv_only_vid sleep_time=10 write_summary=1 save_det=1 out_postfix=nms_thresh_0_inv_only_vid_bgr load_det=0 load_dir=trained/retinanet_resnet50_v1_20k6_5/8320_on_nms_thresh_0_inv_only_vid_bgr score_thresholds=0:1:0.001 inference_dir=inference_nms_thresh_0 bgr_to_rgb=0

20k6_60 @ tf_api_eval

inverted @ 20k6_60/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20K6_60 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=56 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20K6_60.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp20k6_60_train inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted load_det=0 score_thresholds=0:1:0.001

vis @ 20k6_60/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20K6_60 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=1 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20K6_60.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp20k6_60_train inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted load_det=1 show_img=1 eval_every=-1

map_plotting @ vis/20k6_60/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20K6_60 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=1 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20K6_60.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp20k6_60_train inverted_sampling=1 sleep_time=10 write_summary=1 save_det=0 out_postfix=inverted load_det=1 eval_every=0 draw_plot=1 score_thresholds=0 load_dir=H:\UofA\PhD\Reports\190721_wacv_animal_detection_paper\results\retinanet\trained_retinanet_resnet50_v1_20K6_60_40839_on_inverted_z370_190608_151153 show_animation=1

combine_sequences_640x360 @ 20k6_60/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20K6_60 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=1 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20K6_60.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp20k6_60_train inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted load_det=0 combine_sequences=1 input_size=640x360 show_animation=1 save_animation=1 show_img=1 eval_every=-1

acamp_1_per_class_6_class @ 20k6_60/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_20K6_60 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=60 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_1_per_class_6_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_20K6_60.config sleep_time=10 write_summary=1 save_det=1

10k6_entire_seq @ tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_10k6_entire_seq labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=56 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_10k6_entire_seq.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp10k6_entire_seq_inv sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted load_det=0 score_thresholds=0:1:0.001

15k6_entire_seq @ tf_api_eval

inverted @ 15k6_entire_seq/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_15k6_entire_seq labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=56 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_15k6_entire_seq.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp15k6_entire_seq_inv sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted load_det=0 score_thresholds=0:1:0.001

1k6_vid_entire_seq @ tf_api_eval

inverted @ 1k6_vid_entire_seq/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_1k6_vid_entire_seq labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=56 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class_video.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1k6_vid_entire_seq.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp1k6_vid_entire_seq_inv sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted load_det=0 score_thresholds=0:1:0.001 allow_seq_skipping=1

10k6_vid_entire_seq @ tf_api_eval

inverted @ 10k6_vid_entire_seq/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_10k6_vid_entire_seq labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=56 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class_video.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_10k6_vid_entire_seq.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp10k6_vid_entire_seq_inv sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted load_det=0 score_thresholds=0:1:0.001 allow_seq_skipping=1

nms_thresh_0 @ 10k6_vid_entire_seq/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_10k6_vid_entire_seq labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=56 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class_video.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_10k6_vid_entire_seq.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp10k6_vid_entire_seq_inv sleep_time=10 write_summary=1 save_det=1 out_postfix=nms_thresh_0_inverted load_det=0 score_thresholds=0:1:0.001 allow_seq_skipping=1 inference_dir=inference_nms_thresh_0 n_threads=8

15k6_vid_entire_seq @ tf_api_eval

inverted @ 15k6_vid_entire_seq/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_15k6_vid_entire_seq labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=56 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class_video.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_15k6_vid_entire_seq.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp15k6_vid_entire_seq_inv sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted load_det=0 score_thresholds=0:1:0.001 allow_seq_skipping=1

1_per_seq_6_class_vid_67_b32 @ tf_api_eval

inverted @ 1_per_seq_6_class_vid_67_b32/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_1_per_seq_6_class_vid_67_b32 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=16 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class_video_67.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1_per_seq_6_class_vid_67_b32.config load_samples=1 load_samples_root=/data/acamp/acamp20k/1_per_seq_6_class_vid_67 inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted load_det=0

acamp_all_6_class_video_67 @ 1_per_seq_6_class_vid_67_b32/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_1_per_seq_6_class_vid_67_b32 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=16 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class_video_67.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1_per_seq_6_class_vid_67_b32.config sleep_time=10 write_summary=1 save_det=1 load_det=0

1_2_5_10_per_seq_6_class_vid_67_inverted @ 1_per_seq_6_class_vid_67_b32/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_1_per_seq_6_class_vid_67_b32 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=56 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class_video_67.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1_per_seq_6_class_vid_67_b32.config sleep_time=10 write_summary=1 save_det=1 load_det=0 load_samples=1 load_samples_root=/data/acamp/acamp20k/1_2_5_10_per_seq_6_class_vid_67_inverted out_postfix=1_2_5_10_per_seq_6_class_vid_67_inverted score_thresholds=0:1:0.001

2_per_seq_6_class_vid_67_b32 @ tf_api_eval

1_2_5_10_per_seq_6_class_vid_67_inverted @ 2_per_seq_6_class_vid_67_b32/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_2_per_seq_6_class_vid_67_b32 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=16 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class_video_67.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_2_per_seq_6_class_vid_67_b32.config sleep_time=10 write_summary=1 save_det=1 load_det=0 load_samples=1 load_samples_root=/data/acamp/acamp20k/1_2_5_10_per_seq_6_class_vid_67_inverted out_postfix=1_2_5_10_per_seq_6_class_vid_67_inverted score_thresholds=0:1:0.001

5_per_seq_6_class_vid_67_b32 @ tf_api_eval

inverted @ 5_per_seq_6_class_vid_67_b32/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_5_per_seq_6_class_vid_67_b32 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=16 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class_video_67.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_5_per_seq_6_class_vid_67_b32.config load_samples=1 load_samples_root=/data/acamp/acamp20k/5_per_seq_6_class_vid_67_b32 inverted_sampling=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted load_det=0

acamp_all_6_class_video_67 @ 5_per_seq_6_class_vid_67_b32/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_5_per_seq_6_class_vid_67_b32 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=16 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class_video_67.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_5_per_seq_6_class_vid_67_b32.config sleep_time=10 write_summary=1 save_det=1 load_det=0

1_2_5_10_per_seq_6_class_vid_67_inverted @ 5_per_seq_6_class_vid_67_b32/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_5_per_seq_6_class_vid_67_b32 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=16 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class_video_67.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_5_per_seq_6_class_vid_67_b32.config sleep_time=10 write_summary=1 save_det=1 load_det=0 load_samples=1 load_samples_root=/data/acamp/acamp20k/1_2_5_10_per_seq_6_class_vid_67_inverted out_postfix=1_2_5_10_per_seq_6_class_vid_67_inverted score_thresholds=0:1:0.001

10_per_seq_6_class_vid_67_b32 @ tf_api_eval

1_2_5_10_per_seq_6_class_vid_67_inverted @ 10_per_seq_6_class_vid_67_b32/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_10_per_seq_6_class_vid_67_b32 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=16 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_6_class_video_67.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_10_per_seq_6_class_vid_67_b32.config sleep_time=10 write_summary=1 save_det=1 load_det=0 load_samples=1 load_samples_root=/data/acamp/acamp20k/1_2_5_10_per_seq_6_class_vid_67_inverted out_postfix=1_2_5_10_per_seq_6_class_vid_67_inverted score_thresholds=0:1:0.001

acamp_switch_6_class @ tf_api_eval

100_per_class @ acamp_switch_6_class/tf_api_eval

individual @ 100_per_class/acamp_switch_6_class/tf_api_eval

1 @ 100_per_class/acamp_switch_6_class/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_acamp_switch_6_class_1_100 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_switch_6_class_1.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_acamp_switch_6_class_1_100.config load_samples=acamp_switch_6_class_1_100_test.txt load_samples_root=sampled_lists sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted

2 @ 100_per_class/acamp_switch_6_class/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_acamp_switch_6_class_2_100 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_switch_6_class_2.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_acamp_switch_6_class_2_100.config load_samples=acamp_switch_6_class_2_100_test.txt load_samples_root=sampled_lists sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted

3 @ 100_per_class/acamp_switch_6_class/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_acamp_switch_6_class_3_100 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_switch_6_class_3.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_acamp_switch_6_class_3_100.config load_samples=acamp_switch_6_class_3_100_test.txt load_samples_root=sampled_lists sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted

4 @ 100_per_class/acamp_switch_6_class/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_acamp_switch_6_class_4_100 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_switch_6_class_4.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_acamp_switch_6_class_4_100.config load_samples=acamp_switch_6_class_4_100_test.txt load_samples_root=sampled_lists sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted

5 @ 100_per_class/acamp_switch_6_class/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_acamp_switch_6_class_5_100 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_switch_6_class_5.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_acamp_switch_6_class_5_100.config load_samples=acamp_switch_6_class_5_100_test.txt load_samples_root=sampled_lists sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted

1_to_5 @ 100_per_class/acamp_switch_6_class/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_acamp_switch_6_class_combined_100 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_switch_6_class_combined.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_acamp_switch_6_class_combined_100.config load_samples=acamp_switch_6_class_1_100_test.txt,acamp_switch_6_class_2_100_test.txt,acamp_switch_6_class_3_100_test.txt,acamp_switch_6_class_4_100_test.txt,acamp_switch_6_class_5_100_test.txt load_samples_root=sampled_lists load_det=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted save_dir=trained/acamp_switch_6_class_1_to_5_100 out_prefix=acamp_switch_6_class_1_to_5_100

combined @ 100_per_class/acamp_switch_6_class/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_acamp_switch_6_class_combined_100 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_switch_6_class_combined.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_acamp_switch_6_class_combined_100.config load_samples=acamp_switch_6_class_1_100_test.txt,acamp_switch_6_class_2_100_test.txt,acamp_switch_6_class_3_100_test.txt,acamp_switch_6_class_4_100_test.txt,acamp_switch_6_class_5_100_test.txt load_samples_root=sampled_lists sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted

20_per_class @ acamp_switch_6_class/tf_api_eval

individual @ 20_per_class/acamp_switch_6_class/tf_api_eval

1 @ 20_per_class/acamp_switch_6_class/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_acamp_switch_6_class_1_20 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_switch_6_class_1.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_acamp_switch_6_class_1_20.config load_samples=acamp_switch_6_class_1_20_test.txt load_samples_root=sampled_lists sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted

2 @ 20_per_class/acamp_switch_6_class/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_acamp_switch_6_class_2_20 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_switch_6_class_2.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_acamp_switch_6_class_2_20.config load_samples=acamp_switch_6_class_2_20_test.txt load_samples_root=sampled_lists sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted

3 @ 20_per_class/acamp_switch_6_class/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_acamp_switch_6_class_3_20 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_switch_6_class_3.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_acamp_switch_6_class_3_20.config load_samples=acamp_switch_6_class_3_20_test.txt load_samples_root=sampled_lists sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted

4 @ 20_per_class/acamp_switch_6_class/tf_api_eval

CUDA_VISIBLE_DEVICES=1 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_acamp_switch_6_class_4_20 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_switch_6_class_4.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_acamp_switch_6_class_4_20.config load_samples=acamp_switch_6_class_4_20_test.txt load_samples_root=sampled_lists sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted

5 @ 20_per_class/acamp_switch_6_class/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_acamp_switch_6_class_5_20 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_switch_6_class_5.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_acamp_switch_6_class_5_20.config load_samples=acamp_switch_6_class_5_20_test.txt load_samples_root=sampled_lists sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted

1_to_5 @ 20_per_class/acamp_switch_6_class/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_acamp_switch_6_class_combined_20 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_switch_6_class_combined.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_acamp_switch_6_class_combined_20.config load_samples=acamp_switch_6_class_1_20_test.txt,acamp_switch_6_class_2_20_test.txt,acamp_switch_6_class_3_20_test.txt,acamp_switch_6_class_4_20_test.txt,acamp_switch_6_class_5_20_test.txt load_samples_root=sampled_lists load_det=1 sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted save_dir=trained/acamp_switch_6_class_1_to_5_20 out_prefix=acamp_switch_6_class_1_to_5_20

combined @ 20_per_class/acamp_switch_6_class/tf_api_eval

CUDA_VISIBLE_DEVICES=0 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_acamp_switch_6_class_combined_20 labels_path=data/wildlife_label_map_20k6.pbtxt n_frames=0 batch_size=32 show_img=0 n_classes=6 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_switch_6_class_combined.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_acamp_switch_6_class_combined_20.config load_samples=acamp_switch_6_class_1_20_test.txt,acamp_switch_6_class_2_20_test.txt,acamp_switch_6_class_3_20_test.txt,acamp_switch_6_class_4_20_test.txt,acamp_switch_6_class_5_20_test.txt load_samples_root=sampled_lists sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted

4k8 @ tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_4k8 labels_path=data/wildlife_label_map_4k8.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=8 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_8_class.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_4k8.config samples_per_class=4000 even_sampling=-1 sleep_time=10 write_summary=1 save_det=1 out_postfix=4k8_inverted load_det=0

1k8_vid @ tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_1k8_vid labels_path=data/wildlife_label_map_4k8.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=8 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_8_class_video.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1k8_vid.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp1k8_vid_inverted sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted load_det=0 score_thresholds=0:1:0.001

1k8_vid_entire_seq @ tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_1k8_vid_entire_seq labels_path=data/wildlife_label_map_4k8.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=8 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_8_class_video.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1k8_vid_entire_seq.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp1k8_vid_entire_seq_inv sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted load_det=1 score_thresholds=0:1:0.001 allow_seq_skipping=1 n_threads=0

class_agnostic @ 1k8_vid_entire_seq/tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_1k8_vid_entire_seq labels_path=data/wildlife_label_map_4k8.pbtxt n_frames=0 batch_size=64 show_img=0 n_classes=8 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_8_class_video.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1k8_vid_entire_seq.config load_samples=1 load_samples_root=/data/acamp/acamp20k/acamp1k8_vid_entire_seq_inv sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted load_det=1 score_thresholds=0:1:0.001 allow_seq_skipping=1 n_threads=0 class_agnostic=1

1k8_vid_even_min_1 @ tf_api_eval

CUDA_VISIBLE_DEVICES=2 python3 tf_api_eval.py ckpt_path=trained/retinanet_resnet50_v1_1k8_vid_even_min_1 labels_path=data/wildlife_label_map_4k8.pbtxt n_frames=0 batch_size=1 show_img=0 n_classes=8 eval_every=0 root_dir=/data/acamp/acamp20k seq_paths=acamp_all_8_class_video.txt pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1k8_vid_even_min_1.config load_samples=1 load_samples_root=/data/acamp/acamp20k/1k8_vid_even_min_1_inv sleep_time=10 write_summary=1 save_det=1 out_postfix=inverted load_det=1 score_thresholds=0:1:0.001 allow_seq_skipping=1

train_and_eval

1k3a_static @ train_and_eval

CUDA_VISIBLE_DEVICES=2 python3 train_and_eval.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1k3a.config checkpoint_dir=trained/retinanet_resnet50_v1_1k3a eval.eval_dir=trained/retinanet_resnet50_v1_1k3a/eval eval.run_once=1 steps_between_eval=1000 total_steps=500000

40k3a @ train_and_eval

CUDA_VISIBLE_DEVICES=1 python3 train_and_eval.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_40k3a.config checkpoint_dir=trained/retinanet_resnet50_v1_40k3a eval.eval_dir=trained/retinanet_resnet50_v1_40k3a/eval eval.run_once=1 steps_between_eval=1000 total_steps=500000

model_main @ 40k3a/train_and_eval

CUDA_VISIBLE_DEVICES=0,1 python3 ~/models/research/object_detection/model_main.py logtostderr pipeline_config_path=configs/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/retinanet_resnet50_v1_1k3a.config model_dir=trained/retinanet_resnet50_v1_1k3a num_train_steps=10

test

pretrained @ test

camera @ pretrained/test

CUDA_VISIBLE_DEVICES=0 python3 tf_api_test.py ckpt_path=pre_trained_models/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/frozen_inference_graph.pb labels_path=data/mscoco_label_map.pbtxt root_dir=camera_0 n_frames=0 batch_size=1 show_img=1 save_video=0 vis_width=1280 vis_height=960 n_classes=90 write_det=0

only_person @ camera/pretrained/test

CUDA_VISIBLE_DEVICES=0 python3 tf_api_test.py ckpt_path=pre_trained_models/ssd_resnet50_v1_fpn_shared_box_predictor_640x640_coco14_sync_2018_07_03/frozen_inference_graph.pb labels_path=data/mscoco_label_map.pbtxt root_dir=camera_0 n_frames=0 batch_size=1 show_img=1 save_video=0 vis_width=1280 vis_height=960 n_classes=90 write_det=0 classes_to_include=person,