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