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| Collections: | ||
| - Name: TOOD | ||
| Metadata: | ||
| Training Data: COCO | ||
| Training Techniques: | ||
| - SGD | ||
| Training Resources: 8x V100 GPUs | ||
| Architecture: | ||
| - TOOD | ||
| Paper: | ||
| URL: https://arxiv.org/abs/2108.07755 | ||
| Title: 'TOOD: Task-aligned One-stage Object Detection' | ||
| README: configs/tood/README.md | ||
| Code: | ||
| URL: https://github.com/open-mmlab/mmdetection/blob/v2.20.0/mmdet/models/detectors/tood.py#L7 | ||
| Version: v2.20.0 | ||
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| Models: | ||
| - Name: tood_r101_fpn_mstrain_2x_coco | ||
| In Collection: TOOD | ||
| Config: configs/tood/tood_r101_fpn_mstrain_2x_coco.py | ||
| Metadata: | ||
| Training Memory (GB): 6.0 | ||
| Epochs: 24 | ||
| Results: | ||
| - Task: Object Detection | ||
| Dataset: COCO | ||
| Metrics: | ||
| box AP: 46.1 | ||
| Weights: https://download.openmmlab.com/mmdetection/v2.0/tood/tood_r101_fpn_mstrain_2x_coco/tood_r101_fpn_mstrain_2x_coco_20211210_144232-a18f53c8.pth | ||
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| - Name: tood_x101_64x4d_fpn_mstrain_2x_coco | ||
| In Collection: TOOD | ||
| Config: configs/tood/tood_x101_64x4d_fpn_mstrain_2x_coco.py | ||
| Metadata: | ||
| Training Memory (GB): 10.2 | ||
| Epochs: 24 | ||
| Results: | ||
| - Task: Object Detection | ||
| Dataset: COCO | ||
| Metrics: | ||
| box AP: 47.6 | ||
| Weights: https://download.openmmlab.com/mmdetection/v2.0/tood/tood_x101_64x4d_fpn_mstrain_2x_coco/tood_x101_64x4d_fpn_mstrain_2x_coco_20211211_003519-a4f36113.pth | ||
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| - Name: tood_r101_fpn_dconv_c3-c5_mstrain_2x_coco | ||
| In Collection: TOOD | ||
| Config: configs/tood/tood_r101_fpn_dconv_c3-c5_mstrain_2x_coco.py | ||
| Metadata: | ||
| Training Memory (GB): 6.2 | ||
| Epochs: 24 | ||
| Results: | ||
| - Task: Object Detection | ||
| Dataset: COCO | ||
| Metrics: | ||
| box AP: 49.3 | ||
| Weights: https://download.openmmlab.com/mmdetection/v2.0/tood/tood_r101_fpn_dconv_c3-c5_mstrain_2x_coco/tood_r101_fpn_dconv_c3-c5_mstrain_2x_coco_20211210_213728-4a824142.pth | ||
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| - Name: tood_r50_fpn_anchor_based_1x_coco | ||
| In Collection: TOOD | ||
| Config: configs/tood/tood_r50_fpn_anchor_based_1x_coco.py | ||
| Metadata: | ||
| Training Memory (GB): 4.1 | ||
| Epochs: 12 | ||
| Results: | ||
| - Task: Object Detection | ||
| Dataset: COCO | ||
| Metrics: | ||
| box AP: 42.4 | ||
| Weights: https://download.openmmlab.com/mmdetection/v2.0/tood/tood_r50_fpn_anchor_based_1x_coco/tood_r50_fpn_anchor_based_1x_coco_20211214_100105-b776c134.pth | ||
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| - Name: tood_r50_fpn_1x_coco | ||
| In Collection: TOOD | ||
| Config: configs/tood/tood_r50_fpn_1x_coco.py | ||
| Metadata: | ||
| Training Memory (GB): 4.1 | ||
| Epochs: 12 | ||
| Results: | ||
| - Task: Object Detection | ||
| Dataset: COCO | ||
| Metrics: | ||
| box AP: 42.4 | ||
| Weights: https://download.openmmlab.com/mmdetection/v2.0/tood/tood_r50_fpn_1x_coco/tood_r50_fpn_1x_coco_20211210_103425-20e20746.pth | ||
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| - Name: tood_r50_fpn_mstrain_2x_coco | ||
| In Collection: TOOD | ||
| Config: configs/tood/tood_r50_fpn_mstrain_2x_coco.py | ||
| Metadata: | ||
| Training Memory (GB): 4.1 | ||
| Epochs: 24 | ||
| Results: | ||
| - Task: Object Detection | ||
| Dataset: COCO | ||
| Metrics: | ||
| box AP: 44.5 | ||
| Weights: https://download.openmmlab.com/mmdetection/v2.0/tood/tood_r50_fpn_mstrain_2x_coco/tood_r50_fpn_mstrain_2x_coco_20211210_144231-3b23174c.pth |
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