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Collections: |
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- Name: DetectoRS |
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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 V100 GPUs |
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Architecture: |
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- ASPP |
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- FPN |
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- RFP |
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- RPN |
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- ResNet |
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- RoIAlign |
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- SAC |
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Paper: |
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URL: https://arxiv.org/abs/2006.02334 |
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Title: 'DetectoRS: Detecting Objects with Recursive Feature Pyramid and Switchable Atrous Convolution' |
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README: configs/detectors/README.md |
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Code: |
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URL: https://github.com/open-mmlab/mmdetection/blob/v2.2.0/mmdet/models/backbones/detectors_resnet.py#L205 |
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Version: v2.2.0 |
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Models: |
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- Name: cascade-rcnn_r50-rfp_1x_coco |
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In Collection: DetectoRS |
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Config: configs/detectors/cascade-rcnn_r50-rfp_1x_coco.py |
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Metadata: |
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Training Memory (GB): 7.5 |
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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: 44.8 |
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Weights: https://download.openmmlab.com/mmdetection/v2.0/detectors/cascade_rcnn_r50_rfp_1x_coco/cascade_rcnn_r50_rfp_1x_coco-8cf51bfd.pth |
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- Name: cascade-rcnn_r50-sac_1x_coco |
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In Collection: DetectoRS |
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Config: configs/detectors/cascade-rcnn_r50-sac_1x_coco.py |
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Metadata: |
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Training Memory (GB): 5.6 |
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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: 45.0 |
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Weights: https://download.openmmlab.com/mmdetection/v2.0/detectors/cascade_rcnn_r50_sac_1x_coco/cascade_rcnn_r50_sac_1x_coco-24bfda62.pth |
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- Name: detectors_cascade-rcnn_r50_1x_coco |
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In Collection: DetectoRS |
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Config: configs/detectors/detectors_cascade-rcnn_r50_1x_coco.py |
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Metadata: |
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Training Memory (GB): 9.9 |
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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: 47.4 |
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Weights: https://download.openmmlab.com/mmdetection/v2.0/detectors/detectors_cascade_rcnn_r50_1x_coco/detectors_cascade_rcnn_r50_1x_coco-32a10ba0.pth |
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- Name: htc_r50-rfp_1x_coco |
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In Collection: DetectoRS |
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Config: configs/detectors/htc_r50-rfp_1x_coco.py |
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Metadata: |
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Training Memory (GB): 11.2 |
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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: 46.6 |
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- Task: Instance Segmentation |
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Dataset: COCO |
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Metrics: |
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mask AP: 40.9 |
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Weights: https://download.openmmlab.com/mmdetection/v2.0/detectors/htc_r50_rfp_1x_coco/htc_r50_rfp_1x_coco-8ff87c51.pth |
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- Name: htc_r50-sac_1x_coco |
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In Collection: DetectoRS |
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Config: configs/detectors/htc_r50-sac_1x_coco.py |
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Metadata: |
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Training Memory (GB): 9.3 |
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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: 46.4 |
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- Task: Instance Segmentation |
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Dataset: COCO |
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Metrics: |
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mask AP: 40.9 |
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Weights: https://download.openmmlab.com/mmdetection/v2.0/detectors/htc_r50_sac_1x_coco/htc_r50_sac_1x_coco-bfa60c54.pth |
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- Name: detectors_htc-r50_1x_coco |
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In Collection: DetectoRS |
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Config: configs/detectors/detectors_htc-r50_1x_coco.py |
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Metadata: |
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Training Memory (GB): 13.6 |
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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: 49.1 |
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- Task: Instance Segmentation |
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Dataset: COCO |
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Metrics: |
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mask AP: 42.6 |
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Weights: https://download.openmmlab.com/mmdetection/v2.0/detectors/detectors_htc_r50_1x_coco/detectors_htc_r50_1x_coco-329b1453.pth |
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