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metafile.yml
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Collections:
- Name: SoftTeacher
Metadata:
Training Data: COCO
Training Techniques:
- SGD with Momentum
- Weight Decay
Training Resources: 8x A100 GPUs
Architecture:
- FPN
- ResNet
Paper:
URL: https://arxiv.org/abs/2106.09018
Title: "End-to-End Semi-Supervised Object Detection with Soft Teacher"
README: configs/soft_teacher/README.md
Code:
URL: https://github.com/open-mmlab/mmdetection/blob/v3.0.0rc1/mmdet/models/detectors/soft_teacher.py#L20
Version: v3.0.0rc1
Models:
- Name: soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.01-coco.py
In Collection: SoftTeacher
Config: configs/soft_teacher/soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.01-coco.py
Metadata:
Iterations: 180000
Results:
- Task: Semi-Supervised Object Detection
Dataset: COCO
Metrics:
box AP: 19.9
Weights: https://download.openmmlab.com/mmdetection/v3.0/soft_teacher/soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.01-coco/soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0_20230330_233412-3c8f6d4a.pth
- Name: soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.02-coco.py
In Collection: SoftTeacher
Config: configs/soft_teacher/soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.02-coco.py
Metadata:
Iterations: 180000
Results:
- Task: Semi-Supervised Object Detection
Dataset: COCO
Metrics:
box AP: 24.9
Weights: https://download.openmmlab.com/mmdetection/v3.0/soft_teacher/soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.02-coco/soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0_20230331_020244-c0d2c3aa.pth
- Name: soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.05-coco.py
In Collection: SoftTeacher
Config: configs/soft_teacher/soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.05-coco.py
Metadata:
Iterations: 180000
Results:
- Task: Semi-Supervised Object Detection
Dataset: COCO
Metrics:
box AP: 30.4
Weights: https://download.openmmlab.com/mmdetection/v3.0/soft_teacher/soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.05-coco/soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0_20230331_070656-308798ad.pth
- Name: soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.1-coco.py
In Collection: SoftTeacher
Config: configs/soft_teacher/soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.1-coco.py
Metadata:
Iterations: 180000
Results:
- Task: Semi-Supervised Object Detection
Dataset: COCO
Metrics:
box AP: 33.8
Weights: https://download.openmmlab.com/mmdetection/v3.0/soft_teacher/soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.1-coco/soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0_20230330_232113-b46f78d0.pth