OpenMMLab Detection Toolbox and Benchmark
https://mmdetection.readthedocs.io/
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210 lines
7.5 KiB
210 lines
7.5 KiB
Collections: |
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- Name: Weight Standardization |
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Metadata: |
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Training Data: COCO |
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Training Techniques: |
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- SGD with Momentum |
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- Weight Decay |
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Training Resources: 8x NVIDIA V100 GPUs |
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Architecture: |
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- Group Normalization |
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- Weight Standardization |
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Paper: https://arxiv.org/abs/1903.10520 |
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README: configs/gn+ws/README.md |
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Models: |
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- Name: faster_rcnn_r50_fpn_gn_ws-all_1x_coco |
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In Collection: Weight Standardization |
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Config: configs/gn%2Bws/faster_rcnn_r50_fpn_gn_ws-all_1x_coco.py |
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Metadata: |
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Training Memory (GB): 5.9 |
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inference time (s/im): 0.08547 |
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Epochs: 12 |
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Results: |
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- Task: Object Detection |
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Dataset: COCO |
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Metrics: |
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box AP: 39.7 |
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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 |
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- Name: faster_rcnn_r101_fpn_gn_ws-all_1x_coco |
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In Collection: Weight Standardization |
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Config: configs/gn%2Bws/faster_rcnn_r101_fpn_gn_ws-all_1x_coco.py |
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Metadata: |
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Training Memory (GB): 8.9 |
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inference time (s/im): 0.11111 |
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Epochs: 12 |
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Results: |
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- Task: Object Detection |
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Dataset: COCO |
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Metrics: |
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box AP: 41.7 |
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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 |
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- Name: faster_rcnn_x50_32x4d_fpn_gn_ws-all_1x_coco |
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In Collection: Weight Standardization |
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Config: configs/gn%2Bws/faster_rcnn_x50_32x4d_fpn_gn_ws-all_1x_coco.py |
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Metadata: |
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Training Memory (GB): 7.0 |
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inference time (s/im): 0.09709 |
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Epochs: 12 |
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Results: |
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- Task: Object Detection |
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Dataset: COCO |
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Metrics: |
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box AP: 40.7 |
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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 |
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- Name: faster_rcnn_x101_32x4d_fpn_gn_ws-all_1x_coco |
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In Collection: Weight Standardization |
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Config: configs/gn%2Bws/faster_rcnn_x101_32x4d_fpn_gn_ws-all_1x_coco.py |
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Metadata: |
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Training Memory (GB): 10.8 |
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inference time (s/im): 0.13158 |
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Epochs: 12 |
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Results: |
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- Task: Object Detection |
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Dataset: COCO |
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Metrics: |
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box AP: 42.1 |
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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 |
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- Name: mask_rcnn_r50_fpn_gn_ws-all_2x_coco |
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In Collection: Weight Standardization |
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Config: configs/gn%2Bws/mask_rcnn_r50_fpn_gn_ws-all_2x_coco.py |
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Metadata: |
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Training Memory (GB): 7.3 |
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inference time (s/im): 0.09524 |
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Epochs: 24 |
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Results: |
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- Task: Object Detection |
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Dataset: COCO |
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Metrics: |
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box AP: 40.6 |
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- Task: Instance Segmentation |
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Dataset: COCO |
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Metrics: |
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mask AP: 36.6 |
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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 |
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- Name: mask_rcnn_r101_fpn_gn_ws-all_2x_coco |
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In Collection: Weight Standardization |
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Config: configs/gn%2Bws/mask_rcnn_r101_fpn_gn_ws-all_2x_coco.py |
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Metadata: |
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Training Memory (GB): 10.3 |
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inference time (s/im): 0.11628 |
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Epochs: 24 |
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Results: |
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- Task: Object Detection |
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Dataset: COCO |
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Metrics: |
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box AP: 42.0 |
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- Task: Instance Segmentation |
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Dataset: COCO |
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Metrics: |
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mask AP: 37.7 |
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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 |
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- Name: mask_rcnn_x50_32x4d_fpn_gn_ws-all_2x_coco |
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In Collection: Weight Standardization |
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Config: configs/gn%2Bws/mask_rcnn_x50_32x4d_fpn_gn_ws-all_2x_coco.py |
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Metadata: |
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Training Memory (GB): 8.4 |
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inference time (s/im): 0.10753 |
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Epochs: 24 |
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Results: |
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- Task: Object Detection |
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Dataset: COCO |
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Metrics: |
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box AP: 41.1 |
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- Task: Instance Segmentation |
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Dataset: COCO |
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Metrics: |
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mask AP: 37.0 |
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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 |
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- Name: mask_rcnn_x101_32x4d_fpn_gn_ws-all_2x_coco |
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In Collection: Weight Standardization |
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Config: configs/gn%2Bws/mask_rcnn_x101_32x4d_fpn_gn_ws-all_2x_coco.py |
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Metadata: |
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Training Memory (GB): 12.2 |
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inference time (s/im): 0.14085 |
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Epochs: 24 |
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Results: |
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- Task: Object Detection |
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Dataset: COCO |
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Metrics: |
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box AP: 42.1 |
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- Task: Instance Segmentation |
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Dataset: COCO |
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Metrics: |
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mask AP: 37.9 |
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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 |
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- Name: mask_rcnn_r50_fpn_gn_ws-all_20_23_24e_coco |
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In Collection: Weight Standardization |
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Config: configs/gn%2Bws/mask_rcnn_r50_fpn_gn_ws-all_20_23_24e_coco.py |
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Metadata: |
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Training Memory (GB): 7.3 |
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Epochs: 24 |
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Results: |
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- Task: Object Detection |
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Dataset: COCO |
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Metrics: |
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box AP: 41.1 |
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- Task: Instance Segmentation |
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Dataset: COCO |
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Metrics: |
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mask AP: 37.1 |
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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 |
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- Name: mask_rcnn_r101_fpn_gn_ws-all_20_23_24e_coco |
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In Collection: Weight Standardization |
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Config: configs/gn%2Bws/mask_rcnn_r101_fpn_gn_ws-all_20_23_24e_coco.py |
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Metadata: |
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Training Memory (GB): 10.3 |
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Epochs: 24 |
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Results: |
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- Task: Object Detection |
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Dataset: COCO |
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Metrics: |
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box AP: 43.1 |
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- Task: Instance Segmentation |
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Dataset: COCO |
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Metrics: |
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mask AP: 38.6 |
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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 |
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- Name: mask_rcnn_x50_32x4d_fpn_gn_ws-all_20_23_24e_coco |
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In Collection: Weight Standardization |
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Config: configs/gn%2Bws/mask_rcnn_x50_32x4d_fpn_gn_ws-all_20_23_24e_coco.py |
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Metadata: |
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Training Memory (GB): 8.4 |
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Epochs: 24 |
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Results: |
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- Task: Object Detection |
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Dataset: COCO |
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Metrics: |
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box AP: 42.1 |
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- Task: Instance Segmentation |
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Dataset: COCO |
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Metrics: |
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mask AP: 38.0 |
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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 |
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- Name: mask_rcnn_x101_32x4d_fpn_gn_ws-all_20_23_24e_coco |
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In Collection: Weight Standardization |
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Config: configs/gn%2Bws/mask_rcnn_x101_32x4d_fpn_gn_ws-all_20_23_24e_coco.py |
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Metadata: |
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Training Memory (GB): 12.2 |
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Epochs: 24 |
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Results: |
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- Task: Object Detection |
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Dataset: COCO |
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Metrics: |
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box AP: 42.7 |
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- Task: Instance Segmentation |
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Dataset: COCO |
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Metrics: |
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mask AP: 38.5 |
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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
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