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Merge pull request #27 from okotaku/dino-ch
[Feature] Support dino crowdhuman
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| # dataset settings | ||
| dataset_type = 'CrowdHumanDataset' | ||
| data_root = 'data/CrowdHuman/' | ||
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| file_client_args = dict(backend='disk') | ||
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| long_size = 1400 | ||
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| train_pipeline = [ | ||
| dict(type='LoadImageFromFile', file_client_args=file_client_args), | ||
| dict(type='LoadAnnotations', with_bbox=True), | ||
| dict(type='RandomFlip', prob=0.5), | ||
| dict( | ||
| type='RandomChoice', | ||
| transforms=[ | ||
| [ | ||
| dict( | ||
| type='RandomChoiceResize', | ||
| scales=[ | ||
| (480, long_size), (512, long_size), (544, long_size), | ||
| (576, long_size), (608, long_size), (640, long_size), | ||
| (672, long_size), (704, long_size), (736, long_size), | ||
| (768, long_size), (800, long_size) | ||
| ], | ||
| keep_ratio=True) | ||
| ], | ||
| [ | ||
| dict( | ||
| type='RandomChoiceResize', | ||
| # The radio of all image in train dataset < 7 | ||
| # follow the original implement | ||
| scales=[(400, 5000), (500, 5000), (600, 5000)], | ||
| keep_ratio=True), | ||
| dict( | ||
| type='RandomCrop', | ||
| crop_type='absolute_range', | ||
| crop_size=(384, 720), | ||
| allow_negative_crop=True), | ||
| dict( | ||
| type='RandomChoiceResize', | ||
| scales=[ | ||
| (480, long_size), (512, long_size), (544, long_size), | ||
| (576, long_size), (608, long_size), (640, long_size), | ||
| (672, long_size), (704, long_size), (736, long_size), | ||
| (768, long_size), (800, long_size) | ||
| ], | ||
| keep_ratio=True) | ||
| ] | ||
| ]), | ||
| dict(type='PackDetInputs') | ||
| ] | ||
| test_pipeline = [ | ||
| dict(type='LoadImageFromFile', file_client_args=file_client_args), | ||
| dict(type='Resize', scale=(long_size, 800), keep_ratio=True), | ||
| # If you don't have a gt annotation, delete the pipeline | ||
| dict(type='LoadAnnotations', with_bbox=True), | ||
| dict( | ||
| type='PackDetInputs', | ||
| meta_keys=('img_id', 'img_path', 'ori_shape', 'img_shape', | ||
| 'scale_factor')) | ||
| ] | ||
| train_dataloader = dict( | ||
| batch_size=4, | ||
| num_workers=4, | ||
| persistent_workers=True, | ||
| sampler=dict(type='DefaultSampler', shuffle=True), | ||
| batch_sampler=dict(type='AspectRatioBatchSampler'), | ||
| dataset=dict( | ||
| type=dataset_type, | ||
| data_root=data_root, | ||
| ann_file='annotation_train.odgt', | ||
| data_prefix=dict(img='Images/'), | ||
| filter_cfg=dict(filter_empty_gt=True, min_size=32), | ||
| pipeline=train_pipeline)) | ||
| val_dataloader = dict( | ||
| batch_size=1, | ||
| num_workers=2, | ||
| persistent_workers=True, | ||
| drop_last=False, | ||
| sampler=dict(type='DefaultSampler', shuffle=False), | ||
| dataset=dict( | ||
| type=dataset_type, | ||
| data_root=data_root, | ||
| ann_file='annotation_val.odgt', | ||
| data_prefix=dict(img='Images/'), | ||
| test_mode=True, | ||
| pipeline=test_pipeline)) | ||
| test_dataloader = val_dataloader | ||
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| val_evaluator = dict( | ||
| type='CrowdHumanMetric', | ||
| ann_file=data_root + 'annotation_val.odgt', | ||
| metric=['AP', 'MR', 'JI']) | ||
| test_evaluator = val_evaluator |
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| # DINO | ||
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| [model page](https://github.com/open-mmlab/mmdetection/blob/dev-3.x/configs/dino/README.md) | ||
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| ## Results and Models | ||
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| #### Box Results | ||
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| | Backbone | box AP | Config | Download | | ||
| | :---------------------------------: | :----: | :----------------------------------------------: | :-------------------------------------------------------------------------------------------------------------: | | ||
| | dino-dino-4scale_r50_crowdhuman | 92.9 | [config](dino-4scale_r50_crowdhuman.py) | [model](https://github.com/okotaku/dethub-weights/releases/download/v0.1.1dino-crowdhuman/dino-4scale_r50_crowdhuman-ebfc9dc7.pth) | | ||
| | dino-4scale_r50-pre-lvis_crowdhuman | 92.2 | [config](dino-4scale_r50-pre-lvis_crowdhuman.py) | [model](https://github.com/okotaku/dethub-weights/releases/download/v0.1.1dino-crowdhuman/dino-4scale_r50-pre-lvis_crowdhuman-d54735f1.pth) | |
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configs/projects/crowdhuman/dino/dino-4scale_r50-pre-lvis_crowdhuman.py
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| _base_ = [ | ||
| 'mmdet::_base_/default_runtime.py', | ||
| '../../../_base_/models/dino/dino-4scale_r50.py', | ||
| '../../../_base_/datasets/crowdhuman/crowdhuman_dino.py', | ||
| '../../../_base_/schedules/dino/dino_12e.py' | ||
| ] | ||
| custom_imports = dict(imports=['dethub'], allow_failed_imports=False) | ||
| fp16 = dict(loss_scale=512.) | ||
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| # model settings | ||
| num_classes = 1 | ||
| model = dict(bbox_head=dict(num_classes=num_classes)) | ||
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| load_from = 'https://github.com/okotaku/dethub-weights/releases/download/v0.1.1dino/dino-4scale_r50_lvis-ea80fe74.pth' # noqa |
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configs/projects/crowdhuman/dino/dino-4scale_r50_crowdhuman.py
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| _base_ = [ | ||
| 'mmdet::_base_/default_runtime.py', | ||
| '../../../_base_/models/dino/dino-4scale_r50.py', | ||
| '../../../_base_/datasets/crowdhuman/crowdhuman_dino.py', | ||
| '../../../_base_/schedules/dino/dino_12e.py' | ||
| ] | ||
| custom_imports = dict(imports=['dethub'], allow_failed_imports=False) | ||
| fp16 = dict(loss_scale=512.) | ||
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| # model settings | ||
| num_classes = 1 | ||
| model = dict(bbox_head=dict(num_classes=num_classes)) | ||
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| load_from = 'https://download.openmmlab.com/mmdetection/v3.0/dino/dino-4scale_r50_8xb2-12e_coco/dino-4scale_r50_8xb2-12e_coco_20221202_182705-55b2bba2.pth' # noqa |
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| Collections: | ||
| - Name: DINO | ||
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| Models: | ||
| - Name: dino-4scale_r50_crowdhuman | ||
| In Collection: DINO | ||
| Config: configs/projects/crowdhuman/dino/dino-4scale_r50_crowdhuman.py | ||
| Results: | ||
| - Task: Object Detection | ||
| Dataset: lvis | ||
| Metrics: | ||
| box AP: 92.9 | ||
| Weights: https://github.com/okotaku/dethub-weights/releases/download/v0.1.1dino-crowdhuman/dino-4scale_r50_crowdhuman-ebfc9dc7.pth | ||
| - Name: dino-4scale_r50-pre-lvis_crowdhuman | ||
| In Collection: DINO | ||
| Config: configs/projects/crowdhuman/dino/dino-4scale_r50-pre-lvis_crowdhuman.py | ||
| Results: | ||
| - Task: Object Detection | ||
| Dataset: lvis | ||
| Metrics: | ||
| box AP: 92.2 | ||
| Weights: https://github.com/okotaku/dethub-weights/releases/download/v0.1.1dino-crowdhuman/dino-4scale_r50-pre-lvis_crowdhuman-d54735f1.pth |
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