115 lines
3.5 KiB
YAML
115 lines
3.5 KiB
YAML
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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