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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
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