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Collections: |
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- Name: YOLOX |
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Metadata: |
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Training Data: COCO |
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Training Techniques: |
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- SGD with Nesterov |
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- Weight Decay |
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- Cosine Annealing Lr Updater |
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Training Resources: 8x A100 GPUs |
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Architecture: |
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- CSPDarkNet |
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- PAFPN |
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Paper: |
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URL: https://arxiv.org/abs/2107.08430 |
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Title: 'YOLOX: Exceeding YOLO Series in 2021' |
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README: configs/yolox/README.md |
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Code: |
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URL: https://github.com/open-mmlab/mmyolo/blob/v0.1.0/mmyolo/models/detectors/yolo_detector.py#L12 |
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Version: v0.1.0 |
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Models: |
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- Name: yolox_tiny_fast_8xb8-300e_coco |
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In Collection: YOLOX |
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Config: configs/yolox/yolox_tiny_fast_8xb8-300e_coco.py |
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Metadata: |
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Training Memory (GB): 2.8 |
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Epochs: 300 |
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Results: |
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- Task: Object Detection |
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Dataset: COCO |
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Metrics: |
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box AP: 32.7 |
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Weights: https://download.openmmlab.com/mmyolo/v0/yolox/yolox_tiny_8xb8-300e_coco/yolox_tiny_8xb8-300e_coco_20220919_090908-0e40a6fc.pth |
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- Name: yolox_s_fast_8xb8-300e_coco |
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In Collection: YOLOX |
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Config: configs/yolox/yolox_s_fast_8xb8-300e_coco.py |
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Metadata: |
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Training Memory (GB): 2.9 |
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Epochs: 300 |
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Results: |
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- Task: Object Detection |
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Dataset: COCO |
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Metrics: |
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box AP: 40.7 |
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Weights: https://download.openmmlab.com/mmyolo/v0/yolox/yolox_s_fast_8xb8-300e_coco/yolox_s_fast_8xb8-300e_coco_20230213_142600-2b224d8b.pth |
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- Name: yolox_m_fast_8xb8-300e_coco |
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In Collection: YOLOX |
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Config: configs/yolox/yolox_m_fast_8xb8-300e_coco.py |
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Metadata: |
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Training Memory (GB): 4.9 |
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Epochs: 300 |
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Results: |
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- Task: Object Detection |
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Dataset: COCO |
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Metrics: |
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box AP: 46.9 |
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Weights: https://download.openmmlab.com/mmyolo/v0/yolox/yolox_m_fast_8xb8-300e_coco/yolox_m_fast_8xb8-300e_coco_20230213_160218-a71a6b25.pth |
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- Name: yolox_l_fast_8xb8-300e_coco |
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In Collection: YOLOX |
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Config: configs/yolox/yolox_l_fast_8xb8-300e_coco.py |
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Metadata: |
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Training Memory (GB): 8.0 |
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Epochs: 300 |
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Results: |
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- Task: Object Detection |
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Dataset: COCO |
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Metrics: |
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box AP: 50.1 |
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Weights: https://download.openmmlab.com/mmyolo/v0/yolox/yolox_l_fast_8xb8-300e_coco/yolox_l_fast_8xb8-300e_coco_20230213_160715-c731eb1c.pth |
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- Name: yolox_x_fast_8xb8-300e_coco |
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In Collection: YOLOX |
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Config: configs/yolox/yolox_x_fast_8xb8-300e_coco.py |
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Metadata: |
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Training Memory (GB): 9.8 |
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Epochs: 300 |
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Results: |
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- Task: Object Detection |
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Dataset: COCO |
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Metrics: |
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box AP: 51.4 |
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Weights: https://download.openmmlab.com/mmyolo/v0/yolox/yolox_x_fast_8xb8-300e_coco/yolox_x_fast_8xb8-300e_coco_20230215_133950-1d509fab.pth |
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- Name: yolox_tiny_fast_8xb32-300e-rtmdet-hyp_coco |
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In Collection: YOLOX |
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Config: configs/yolox/yolox_tiny_fast_8xb32-300e-rtmdet-hyp_coco.py |
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Metadata: |
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Training Memory (GB): 4.9 |
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Epochs: 300 |
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Results: |
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- Task: Object Detection |
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Dataset: COCO |
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Metrics: |
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box AP: 34.3 |
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Weights: https://download.openmmlab.com/mmyolo/v0/yolox/yolox_tiny_fast_8xb32-300e-rtmdet-hyp_coco/yolox_tiny_fast_8xb32-300e-rtmdet-hyp_coco_20230210_143637-4c338102.pth |
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- Name: yolox_s_fast_8xb32-300e-rtmdet-hyp_coco |
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In Collection: YOLOX |
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Config: configs/yolox/yolox_s_fast_8xb32-300e-rtmdet-hyp_coco.py |
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Metadata: |
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Training Memory (GB): 9.8 |
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Epochs: 300 |
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Results: |
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- Task: Object Detection |
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Dataset: COCO |
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Metrics: |
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box AP: 41.9 |
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Weights: https://download.openmmlab.com/mmyolo/v0/yolox/yolox_s_fast_8xb32-300e-rtmdet-hyp_coco/yolox_s_fast_8xb32-300e-rtmdet-hyp_coco_20230210_134645-3a8dfbd7.pth |
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- Name: yolox_m_fast_8xb32-300e-rtmdet-hyp_coco |
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In Collection: YOLOX |
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Config: configs/yolox/yolox_m_fast_8xb32-300e-rtmdet-hyp_coco.py |
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Metadata: |
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Training Memory (GB): 17.6 |
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Epochs: 300 |
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Results: |
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- Task: Object Detection |
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Dataset: COCO |
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Metrics: |
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box AP: 47.5 |
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Weights: https://download.openmmlab.com/mmyolo/v0/yolox/yolox_m_fast_8xb32-300e-rtmdet-hyp_coco/yolox_m_fast_8xb32-300e-rtmdet-hyp_coco_20230210_144328-e657e182.pth |
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- Name: yolox-pose_tiny_8xb32-300e-rtmdet-hyp_coco |
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In Collection: YOLOX |
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Config: yolox-pose_tiny_8xb32-300e-rtmdet-hyp_coco.py |
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Metadata: |
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Training Memory (GB): 5.3 |
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Epochs: 300 |
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Results: |
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- Task: Human Pose Estimation |
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Dataset: COCO |
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Metrics: |
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AP: 52.8 |
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Weights: https://download.openmmlab.com/mmyolo/v0/yolox/pose/yolox-pose_tiny_8xb32-300e-rtmdet-hyp_coco/yolox-pose_tiny_8xb32-300e-rtmdet-hyp_coco_20230427_080351-2117af67.pth |
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- Name: yolox-pose_s_8xb32-300e-rtmdet-hyp_coco |
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In Collection: YOLOX |
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Config: yolox-pose_s_8xb32-300e-rtmdet-hyp_coco.py |
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Metadata: |
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Training Memory (GB): 10.7 |
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Epochs: 300 |
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Results: |
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- Task: Human Pose Estimation |
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Dataset: COCO |
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Metrics: |
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AP: 63.7 |
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Weights: https://download.openmmlab.com/mmyolo/v0/yolox/pose/yolox-pose_s_8xb32-300e-rtmdet-hyp_coco/yolox-pose_s_8xb32-300e-rtmdet-hyp_coco_20230427_005150-e87d843a.pth |
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- Name: yolox-pose_m_8xb32-300e-rtmdet-hyp_coco |
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In Collection: YOLOX |
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Config: yolox-pose_m_8xb32-300e-rtmdet-hyp_coco.py |
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Metadata: |
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Training Memory (GB): 19.2 |
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Epochs: 300 |
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Results: |
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- Task: Human Pose Estimation |
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Dataset: COCO |
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Metrics: |
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AP: 69.3 |
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Weights: https://download.openmmlab.com/mmyolo/v0/yolox/pose/yolox-pose_m_8xb32-300e-rtmdet-hyp_coco/yolox-pose_m_8xb32-300e-rtmdet-hyp_coco_20230427_094024-bbeacc1c.pth |
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- Name: yolox-pose_l_8xb32-300e-rtmdet-hyp_coco |
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In Collection: YOLOX |
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Config: yolox-pose_l_8xb32-300e-rtmdet-hyp_coco.py |
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Metadata: |
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Training Memory (GB): 30.3 |
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Epochs: 300 |
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Results: |
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- Task: Human Pose Estimation |
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Dataset: COCO |
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Metrics: |
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AP: 71.1 |
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Weights: https://download.openmmlab.com/mmyolo/v0/yolox/pose/yolox-pose_l_8xb32-300e-rtmdet-hyp_coco/yolox-pose_l_8xb32-300e-rtmdet-hyp_coco_20230427_041140-82d65ac8.pth |
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