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- Collections:
- - Name: SOLOv2
- Metadata:
- Training Data: COCO
- Training Techniques:
- - SGD with Momentum
- - Weight Decay
- Training Resources: 8x A100 GPUs
- Architecture:
- - FPN
- - Convolution
- - ResNet
- Paper: https://arxiv.org/abs/2003.10152
- README: configs/solov2/README.md
- Models:
- - Name: solov2_r50_fpn_1x_coco
- In Collection: SOLOv2
- Config: configs/solov2/solov2_r50_fpn_1x_coco.py
- Metadata:
- Training Memory (GB): 5.1
- Epochs: 12
- Results:
- - Task: Instance Segmentation
- Dataset: COCO
- Metrics:
- mask AP: 34.8
- Weights: https://download.openmmlab.com/mmdetection/v2.0/solov2/solov2_r50_fpn_1x_coco/solov2_r50_fpn_1x_coco_20220512_125858-a357fa23.pth
- - Name: solov2_r50_fpn_ms-3x_coco
- In Collection: SOLOv2
- Config: configs/solov2/solov2_r50_fpn_ms-3x_coco.py
- Metadata:
- Training Memory (GB): 5.1
- Epochs: 36
- Results:
- - Task: Instance Segmentation
- Dataset: COCO
- Metrics:
- mask AP: 37.5
- Weights: https://download.openmmlab.com/mmdetection/v2.0/solov2/solov2_r50_fpn_3x_coco/solov2_r50_fpn_3x_coco_20220512_125856-fed092d4.pth
- - Name: solov2_r101-dcn_fpn_ms-3x_coco
- In Collection: SOLOv2
- Config: configs/solov2/solov2_r101-dcn_fpn_ms-3x_coco.py
- Metadata:
- Training Memory (GB): 7.1
- Epochs: 36
- Results:
- - Task: Instance Segmentation
- Dataset: COCO
- Metrics:
- mask AP: 41.2
- Weights: https://download.openmmlab.com/mmdetection/v2.0/solov2/solov2_r101_dcn_fpn_3x_coco/solov2_r101_dcn_fpn_3x_coco_20220513_214734-16c966cb.pth
- - Name: solov2_x101-dcn_fpn_ms-3x_coco
- In Collection: SOLOv2
- Config: configs/solov2/solov2_x101-dcn_fpn_ms-3x_coco.py
- Metadata:
- Training Memory (GB): 11.3
- Epochs: 36
- Results:
- - Task: Instance Segmentation
- Dataset: COCO
- Metrics:
- mask AP: 42.4
- Weights: https://download.openmmlab.com/mmdetection/v2.0/solov2/solov2_x101_dcn_fpn_3x_coco/solov2_x101_dcn_fpn_3x_coco_20220513_214337-aef41095.pth
- - Name: solov2-light_r18_fpn_ms-3x_coco
- In Collection: SOLOv2
- Config: configs/solov2/solov2-light_r18_fpn_ms-3x_coco.py
- Metadata:
- Training Memory (GB): 9.1
- Epochs: 36
- Results:
- - Task: Instance Segmentation
- Dataset: COCO
- Metrics:
- mask AP: 29.7
- Weights: https://download.openmmlab.com/mmdetection/v2.0/solov2/solov2_light_r18_fpn_3x_coco/solov2_light_r18_fpn_3x_coco_20220511_083717-75fa355b.pth
- - Name: solov2-light_r50_fpn_ms-3x_coco
- In Collection: SOLOv2
- Config: configs/solov2/solov2-light_r50_fpn_ms-3x_coco.py
- Metadata:
- Training Memory (GB): 9.9
- Epochs: 36
- Results:
- - Task: Instance Segmentation
- Dataset: COCO
- Metrics:
- mask AP: 33.7
- Weights: https://download.openmmlab.com/mmdetection/v2.0/solov2/solov2_light_r50_fpn_3x_coco/solov2_light_r50_fpn_3x_coco_20220512_165256-c93a6074.pth
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