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Collections: | |
- Name: RTMDet | |
Metadata: | |
Training Data: COCO | |
Training Techniques: | |
- AdamW | |
- Flat Cosine Annealing | |
Training Resources: 8x A100 GPUs | |
Architecture: | |
- CSPNeXt | |
- CSPNeXtPAFPN | |
README: configs/rtmdet/README.md | |
Code: | |
URL: https://github.com/open-mmlab/mmdetection/blob/v3.0.0rc1/mmdet/models/detectors/rtmdet.py#L6 | |
Version: v3.0.0rc1 | |
Models: | |
- Name: rtmdet_tiny_8xb32-300e_coco | |
Alias: | |
- rtmdet-t | |
In Collection: RTMDet | |
Config: configs/rtmdet/rtmdet_tiny_8xb32-300e_coco.py | |
Metadata: | |
Training Memory (GB): 11.7 | |
Epochs: 300 | |
Results: | |
- Task: Object Detection | |
Dataset: COCO | |
Metrics: | |
box AP: 40.9 | |
Weights: https://download.openmmlab.com/mmdetection/v3.0/rtmdet/rtmdet_tiny_8xb32-300e_coco/rtmdet_tiny_8xb32-300e_coco_20220902_112414-78e30dcc.pth | |
- Name: rtmdet_s_8xb32-300e_coco | |
Alias: | |
- rtmdet-s | |
In Collection: RTMDet | |
Config: configs/rtmdet/rtmdet_s_8xb32-300e_coco.py | |
Metadata: | |
Training Memory (GB): 15.9 | |
Epochs: 300 | |
Results: | |
- Task: Object Detection | |
Dataset: COCO | |
Metrics: | |
box AP: 44.5 | |
Weights: https://download.openmmlab.com/mmdetection/v3.0/rtmdet/rtmdet_s_8xb32-300e_coco/rtmdet_s_8xb32-300e_coco_20220905_161602-387a891e.pth | |
- Name: rtmdet_m_8xb32-300e_coco | |
Alias: | |
- rtmdet-m | |
In Collection: RTMDet | |
Config: configs/rtmdet/rtmdet_m_8xb32-300e_coco.py | |
Metadata: | |
Training Memory (GB): 27.8 | |
Epochs: 300 | |
Results: | |
- Task: Object Detection | |
Dataset: COCO | |
Metrics: | |
box AP: 49.1 | |
Weights: https://download.openmmlab.com/mmdetection/v3.0/rtmdet/rtmdet_m_8xb32-300e_coco/rtmdet_m_8xb32-300e_coco_20220719_112220-229f527c.pth | |
- Name: rtmdet_l_8xb32-300e_coco | |
Alias: | |
- rtmdet-l | |
In Collection: RTMDet | |
Config: configs/rtmdet/rtmdet_l_8xb32-300e_coco.py | |
Metadata: | |
Training Memory (GB): 43.2 | |
Epochs: 300 | |
Results: | |
- Task: Object Detection | |
Dataset: COCO | |
Metrics: | |
box AP: 51.3 | |
Weights: https://download.openmmlab.com/mmdetection/v3.0/rtmdet/rtmdet_l_8xb32-300e_coco/rtmdet_l_8xb32-300e_coco_20220719_112030-5a0be7c4.pth | |
- Name: rtmdet_x_8xb32-300e_coco | |
Alias: | |
- rtmdet-x | |
In Collection: RTMDet | |
Config: configs/rtmdet/rtmdet_x_8xb32-300e_coco.py | |
Metadata: | |
Training Memory (GB): 61.1 | |
Epochs: 300 | |
Results: | |
- Task: Object Detection | |
Dataset: COCO | |
Metrics: | |
box AP: 52.6 | |
Weights: https://download.openmmlab.com/mmdetection/v3.0/rtmdet/rtmdet_x_8xb32-300e_coco/rtmdet_x_8xb32-300e_coco_20220715_230555-cc79b9ae.pth | |
- Name: rtmdet-ins_tiny_8xb32-300e_coco | |
Alias: | |
- rtmdet-ins-t | |
In Collection: RTMDet | |
Config: configs/rtmdet/rtmdet-ins_tiny_8xb32-300e_coco.py | |
Metadata: | |
Training Memory (GB): 18.4 | |
Epochs: 300 | |
Results: | |
- Task: Object Detection | |
Dataset: COCO | |
Metrics: | |
box AP: 40.5 | |
- Task: Instance Segmentation | |
Dataset: COCO | |
Metrics: | |
mask AP: 35.4 | |
Weights: https://download.openmmlab.com/mmdetection/v3.0/rtmdet/rtmdet-ins_tiny_8xb32-300e_coco/rtmdet-ins_tiny_8xb32-300e_coco_20221130_151727-ec670f7e.pth | |
- Name: rtmdet-ins_s_8xb32-300e_coco | |
Alias: | |
- rtmdet-ins-s | |
In Collection: RTMDet | |
Config: configs/rtmdet/rtmdet-ins_s_8xb32-300e_coco.py | |
Metadata: | |
Training Memory (GB): 27.6 | |
Epochs: 300 | |
Results: | |
- Task: Object Detection | |
Dataset: COCO | |
Metrics: | |
box AP: 44.0 | |
- Task: Instance Segmentation | |
Dataset: COCO | |
Metrics: | |
mask AP: 38.7 | |
Weights: https://download.openmmlab.com/mmdetection/v3.0/rtmdet/rtmdet-ins_s_8xb32-300e_coco/rtmdet-ins_s_8xb32-300e_coco_20221121_212604-fdc5d7ec.pth | |
- Name: rtmdet-ins_m_8xb32-300e_coco | |
Alias: | |
- rtmdet-ins-m | |
In Collection: RTMDet | |
Config: configs/rtmdet/rtmdet-ins_m_8xb32-300e_coco.py | |
Metadata: | |
Training Memory (GB): 42.5 | |
Epochs: 300 | |
Results: | |
- Task: Object Detection | |
Dataset: COCO | |
Metrics: | |
box AP: 48.8 | |
- Task: Instance Segmentation | |
Dataset: COCO | |
Metrics: | |
mask AP: 42.1 | |
Weights: https://download.openmmlab.com/mmdetection/v3.0/rtmdet/rtmdet-ins_m_8xb32-300e_coco/rtmdet-ins_m_8xb32-300e_coco_20221123_001039-6eba602e.pth | |
- Name: rtmdet-ins_l_8xb32-300e_coco | |
Alias: | |
- rtmdet-ins-l | |
In Collection: RTMDet | |
Config: configs/rtmdet/rtmdet-ins_l_8xb32-300e_coco.py | |
Metadata: | |
Training Memory (GB): 59.8 | |
Epochs: 300 | |
Results: | |
- Task: Object Detection | |
Dataset: COCO | |
Metrics: | |
box AP: 51.2 | |
- Task: Instance Segmentation | |
Dataset: COCO | |
Metrics: | |
mask AP: 43.7 | |
Weights: https://download.openmmlab.com/mmdetection/v3.0/rtmdet/rtmdet-ins_l_8xb32-300e_coco/rtmdet-ins_l_8xb32-300e_coco_20221124_103237-78d1d652.pth | |
- Name: rtmdet-ins_x_8xb16-300e_coco | |
Alias: | |
- rtmdet-ins-x | |
In Collection: RTMDet | |
Config: configs/rtmdet/rtmdet-ins_x_8xb16-300e_coco.py | |
Metadata: | |
Training Memory (GB): 33.7 | |
Epochs: 300 | |
Results: | |
- Task: Object Detection | |
Dataset: COCO | |
Metrics: | |
box AP: 52.4 | |
- Task: Instance Segmentation | |
Dataset: COCO | |
Metrics: | |
mask AP: 44.6 | |
Weights: https://download.openmmlab.com/mmdetection/v3.0/rtmdet/rtmdet-ins_x_8xb16-300e_coco/rtmdet-ins_x_8xb16-300e_coco_20221124_111313-33d4595b.pth | |