| Collections: | |
| - Name: Weight Standardization | |
| Metadata: | |
| Training Data: COCO | |
| Training Techniques: | |
| - SGD with Momentum | |
| - Weight Decay | |
| Training Resources: 8x V100 GPUs | |
| Architecture: | |
| - Group Normalization | |
| - Weight Standardization | |
| Paper: | |
| URL: https://arxiv.org/abs/1903.10520 | |
| Title: 'Weight Standardization' | |
| README: configs/gn+ws/README.md | |
| Code: | |
| URL: https://github.com/open-mmlab/mmdetection/blob/v2.0.0/configs/gn%2Bws/mask_rcnn_r50_fpn_gn_ws-all_2x_coco.py | |
| Version: v2.0.0 | |
| Models: | |
| - Name: faster_rcnn_r50_fpn_gn_ws-all_1x_coco | |
| In Collection: Weight Standardization | |
| Config: configs/gn%2Bws/faster_rcnn_r50_fpn_gn_ws-all_1x_coco.py | |
| Metadata: | |
| Training Memory (GB): 5.9 | |
| inference time (ms/im): | |
| - value: 85.47 | |
| hardware: V100 | |
| backend: PyTorch | |
| batch size: 1 | |
| mode: FP32 | |
| resolution: (800, 1333) | |
| Epochs: 12 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 39.7 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/gn%2Bws/faster_rcnn_r50_fpn_gn_ws-all_1x_coco/faster_rcnn_r50_fpn_gn_ws-all_1x_coco_20200130-613d9fe2.pth | |
| - Name: faster_rcnn_r101_fpn_gn_ws-all_1x_coco | |
| In Collection: Weight Standardization | |
| Config: configs/gn%2Bws/faster_rcnn_r101_fpn_gn_ws-all_1x_coco.py | |
| Metadata: | |
| Training Memory (GB): 8.9 | |
| inference time (ms/im): | |
| - value: 111.11 | |
| hardware: V100 | |
| backend: PyTorch | |
| batch size: 1 | |
| mode: FP32 | |
| resolution: (800, 1333) | |
| Epochs: 12 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 41.7 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/gn%2Bws/faster_rcnn_r101_fpn_gn_ws-all_1x_coco/faster_rcnn_r101_fpn_gn_ws-all_1x_coco_20200205-a93b0d75.pth | |
| - Name: faster_rcnn_x50_32x4d_fpn_gn_ws-all_1x_coco | |
| In Collection: Weight Standardization | |
| Config: configs/gn%2Bws/faster_rcnn_x50_32x4d_fpn_gn_ws-all_1x_coco.py | |
| Metadata: | |
| Training Memory (GB): 7.0 | |
| inference time (ms/im): | |
| - value: 97.09 | |
| hardware: V100 | |
| backend: PyTorch | |
| batch size: 1 | |
| mode: FP32 | |
| resolution: (800, 1333) | |
| Epochs: 12 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 40.7 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/gn%2Bws/faster_rcnn_x50_32x4d_fpn_gn_ws-all_1x_coco/faster_rcnn_x50_32x4d_fpn_gn_ws-all_1x_coco_20200203-839c5d9d.pth | |
| - Name: faster_rcnn_x101_32x4d_fpn_gn_ws-all_1x_coco | |
| In Collection: Weight Standardization | |
| Config: configs/gn%2Bws/faster_rcnn_x101_32x4d_fpn_gn_ws-all_1x_coco.py | |
| Metadata: | |
| Training Memory (GB): 10.8 | |
| inference time (ms/im): | |
| - value: 131.58 | |
| hardware: V100 | |
| backend: PyTorch | |
| batch size: 1 | |
| mode: FP32 | |
| resolution: (800, 1333) | |
| Epochs: 12 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 42.1 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/gn%2Bws/faster_rcnn_x101_32x4d_fpn_gn_ws-all_1x_coco/faster_rcnn_x101_32x4d_fpn_gn_ws-all_1x_coco_20200212-27da1bc2.pth | |
| - Name: mask_rcnn_r50_fpn_gn_ws-all_2x_coco | |
| In Collection: Weight Standardization | |
| Config: configs/gn%2Bws/mask_rcnn_r50_fpn_gn_ws-all_2x_coco.py | |
| Metadata: | |
| Training Memory (GB): 7.3 | |
| inference time (ms/im): | |
| - value: 95.24 | |
| hardware: V100 | |
| backend: PyTorch | |
| batch size: 1 | |
| mode: FP32 | |
| resolution: (800, 1333) | |
| Epochs: 24 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 40.6 | |
| - Task: Instance Segmentation | |
| Dataset: COCO | |
| Metrics: | |
| mask AP: 36.6 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/gn%2Bws/mask_rcnn_r50_fpn_gn_ws-all_2x_coco/mask_rcnn_r50_fpn_gn_ws-all_2x_coco_20200226-16acb762.pth | |
| - Name: mask_rcnn_r101_fpn_gn_ws-all_2x_coco | |
| In Collection: Weight Standardization | |
| Config: configs/gn%2Bws/mask_rcnn_r101_fpn_gn_ws-all_2x_coco.py | |
| Metadata: | |
| Training Memory (GB): 10.3 | |
| inference time (ms/im): | |
| - value: 116.28 | |
| hardware: V100 | |
| backend: PyTorch | |
| batch size: 1 | |
| mode: FP32 | |
| resolution: (800, 1333) | |
| Epochs: 24 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 42.0 | |
| - Task: Instance Segmentation | |
| Dataset: COCO | |
| Metrics: | |
| mask AP: 37.7 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/gn%2Bws/mask_rcnn_r101_fpn_gn_ws-all_2x_coco/mask_rcnn_r101_fpn_gn_ws-all_2x_coco_20200212-ea357cd9.pth | |
| - Name: mask_rcnn_x50_32x4d_fpn_gn_ws-all_2x_coco | |
| In Collection: Weight Standardization | |
| Config: configs/gn%2Bws/mask_rcnn_x50_32x4d_fpn_gn_ws-all_2x_coco.py | |
| Metadata: | |
| Training Memory (GB): 8.4 | |
| inference time (ms/im): | |
| - value: 107.53 | |
| hardware: V100 | |
| backend: PyTorch | |
| batch size: 1 | |
| mode: FP32 | |
| resolution: (800, 1333) | |
| Epochs: 24 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 41.1 | |
| - Task: Instance Segmentation | |
| Dataset: COCO | |
| Metrics: | |
| mask AP: 37.0 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/gn%2Bws/mask_rcnn_x50_32x4d_fpn_gn_ws-all_2x_coco/mask_rcnn_x50_32x4d_fpn_gn_ws-all_2x_coco_20200216-649fdb6f.pth | |
| - Name: mask_rcnn_x101_32x4d_fpn_gn_ws-all_2x_coco | |
| In Collection: Weight Standardization | |
| Config: configs/gn%2Bws/mask_rcnn_x101_32x4d_fpn_gn_ws-all_2x_coco.py | |
| Metadata: | |
| Training Memory (GB): 12.2 | |
| inference time (ms/im): | |
| - value: 140.85 | |
| hardware: V100 | |
| backend: PyTorch | |
| batch size: 1 | |
| mode: FP32 | |
| resolution: (800, 1333) | |
| Epochs: 24 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 42.1 | |
| - Task: Instance Segmentation | |
| Dataset: COCO | |
| Metrics: | |
| mask AP: 37.9 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/gn%2Bws/mask_rcnn_x101_32x4d_fpn_gn_ws-all_2x_coco/mask_rcnn_x101_32x4d_fpn_gn_ws-all_2x_coco_20200319-33fb95b5.pth | |
| - Name: mask_rcnn_r50_fpn_gn_ws-all_20_23_24e_coco | |
| In Collection: Weight Standardization | |
| Config: configs/gn%2Bws/mask_rcnn_r50_fpn_gn_ws-all_20_23_24e_coco.py | |
| Metadata: | |
| Training Memory (GB): 7.3 | |
| Epochs: 24 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 41.1 | |
| - Task: Instance Segmentation | |
| Dataset: COCO | |
| Metrics: | |
| mask AP: 37.1 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/gn%2Bws/mask_rcnn_r50_fpn_gn_ws-all_20_23_24e_coco/mask_rcnn_r50_fpn_gn_ws-all_20_23_24e_coco_20200213-487d1283.pth | |
| - Name: mask_rcnn_r101_fpn_gn_ws-all_20_23_24e_coco | |
| In Collection: Weight Standardization | |
| Config: configs/gn%2Bws/mask_rcnn_r101_fpn_gn_ws-all_20_23_24e_coco.py | |
| Metadata: | |
| Training Memory (GB): 10.3 | |
| Epochs: 24 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 43.1 | |
| - Task: Instance Segmentation | |
| Dataset: COCO | |
| Metrics: | |
| mask AP: 38.6 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/gn%2Bws/mask_rcnn_r101_fpn_gn_ws-all_20_23_24e_coco/mask_rcnn_r101_fpn_gn_ws-all_20_23_24e_coco_20200213-57b5a50f.pth | |
| - Name: mask_rcnn_x50_32x4d_fpn_gn_ws-all_20_23_24e_coco | |
| In Collection: Weight Standardization | |
| Config: configs/gn%2Bws/mask_rcnn_x50_32x4d_fpn_gn_ws-all_20_23_24e_coco.py | |
| Metadata: | |
| Training Memory (GB): 8.4 | |
| Epochs: 24 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 42.1 | |
| - Task: Instance Segmentation | |
| Dataset: COCO | |
| Metrics: | |
| mask AP: 38.0 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/gn%2Bws/mask_rcnn_x50_32x4d_fpn_gn_ws-all_20_23_24e_coco/mask_rcnn_x50_32x4d_fpn_gn_ws-all_20_23_24e_coco_20200226-969bcb2c.pth | |
| - Name: mask_rcnn_x101_32x4d_fpn_gn_ws-all_20_23_24e_coco | |
| In Collection: Weight Standardization | |
| Config: configs/gn%2Bws/mask_rcnn_x101_32x4d_fpn_gn_ws-all_20_23_24e_coco.py | |
| Metadata: | |
| Training Memory (GB): 12.2 | |
| Epochs: 24 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 42.7 | |
| - Task: Instance Segmentation | |
| Dataset: COCO | |
| Metrics: | |
| mask AP: 38.5 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/gn%2Bws/mask_rcnn_x101_32x4d_fpn_gn_ws-all_20_23_24e_coco/mask_rcnn_x101_32x4d_fpn_gn_ws-all_20_23_24e_coco_20200316-e6cd35ef.pth | |