81 lines
3.1 KiB
YAML
81 lines
3.1 KiB
YAML
Collections:
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- Name: Sparse R-CNN
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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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- FPN
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- ResNet
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- Sparse R-CNN
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Paper:
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URL: https://arxiv.org/abs/2011.12450
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Title: 'Sparse R-CNN: End-to-End Object Detection with Learnable Proposals'
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README: configs/sparse_rcnn/README.md
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Code:
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URL: https://github.com/open-mmlab/mmdetection/blob/v2.9.0/mmdet/models/detectors/sparse_rcnn.py#L6
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Version: v2.9.0
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Models:
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- Name: sparse_rcnn_r50_fpn_1x_coco
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In Collection: Sparse R-CNN
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Config: configs/sparse_rcnn/sparse_rcnn_r50_fpn_1x_coco.py
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Metadata:
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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: 37.9
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Weights: https://download.openmmlab.com/mmdetection/v2.0/sparse_rcnn/sparse_rcnn_r50_fpn_1x_coco/sparse_rcnn_r50_fpn_1x_coco_20201222_214453-dc79b137.pth
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- Name: sparse_rcnn_r50_fpn_mstrain_480-800_3x_coco
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In Collection: Sparse R-CNN
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Config: configs/sparse_rcnn/sparse_rcnn_r50_fpn_mstrain_480-800_3x_coco.py
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Metadata:
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Epochs: 36
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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: 42.8
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Weights: https://download.openmmlab.com/mmdetection/v2.0/sparse_rcnn/sparse_rcnn_r50_fpn_mstrain_480-800_3x_coco/sparse_rcnn_r50_fpn_mstrain_480-800_3x_coco_20201218_154234-7bc5c054.pth
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- Name: sparse_rcnn_r50_fpn_300_proposals_crop_mstrain_480-800_3x_coco
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In Collection: Sparse R-CNN
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Config: configs/sparse_rcnn/sparse_rcnn_r50_fpn_300_proposals_crop_mstrain_480-800_3x_coco.py
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Metadata:
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Epochs: 36
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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/sparse_rcnn/sparse_rcnn_r50_fpn_300_proposals_crop_mstrain_480-800_3x_coco/sparse_rcnn_r50_fpn_300_proposals_crop_mstrain_480-800_3x_coco_20201223_024605-9fe92701.pth
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- Name: sparse_rcnn_r101_fpn_mstrain_480-800_3x_coco
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In Collection: Sparse R-CNN
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Config: configs/sparse_rcnn/sparse_rcnn_r101_fpn_mstrain_480-800_3x_coco.py
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Metadata:
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Epochs: 36
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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: 44.2
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Weights: https://download.openmmlab.com/mmdetection/v2.0/sparse_rcnn/sparse_rcnn_r101_fpn_mstrain_480-800_3x_coco/sparse_rcnn_r101_fpn_mstrain_480-800_3x_coco_20201223_121552-6c46c9d6.pth
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- Name: sparse_rcnn_r101_fpn_300_proposals_crop_mstrain_480-800_3x_coco
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In Collection: Sparse R-CNN
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Config: configs/sparse_rcnn/sparse_rcnn_r101_fpn_300_proposals_crop_mstrain_480-800_3x_coco.py
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Metadata:
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Epochs: 36
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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: 46.2
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Weights: https://download.openmmlab.com/mmdetection/v2.0/sparse_rcnn/sparse_rcnn_r101_fpn_300_proposals_crop_mstrain_480-800_3x_coco/sparse_rcnn_r101_fpn_300_proposals_crop_mstrain_480-800_3x_coco_20201223_023452-c23c3564.pth
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