105 lines
3.3 KiB
YAML
105 lines
3.3 KiB
YAML
Collections:
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- Name: PAA
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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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- Probabilistic Anchor Assignment
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- ResNet
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Paper:
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URL: https://arxiv.org/abs/2007.08103
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Title: 'Probabilistic Anchor Assignment with IoU Prediction for Object Detection'
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README: configs/paa/README.md
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Code:
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URL: https://github.com/open-mmlab/mmdetection/blob/v2.4.0/mmdet/models/detectors/paa.py#L6
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Version: v2.4.0
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Models:
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- Name: paa_r50_fpn_1x_coco
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In Collection: PAA
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Config: configs/paa/paa_r50_fpn_1x_coco.py
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Metadata:
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Training Memory (GB): 3.7
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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: 40.4
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Weights: https://download.openmmlab.com/mmdetection/v2.0/paa/paa_r50_fpn_1x_coco/paa_r50_fpn_1x_coco_20200821-936edec3.pth
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- Name: paa_r50_fpn_1.5x_coco
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In Collection: PAA
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Config: configs/paa/paa_r50_fpn_1.5x_coco.py
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Metadata:
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Training Memory (GB): 3.7
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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: 41.4
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Weights: https://download.openmmlab.com/mmdetection/v2.0/paa/paa_r50_fpn_1.5x_coco/paa_r50_fpn_1.5x_coco_20200823-805d6078.pth
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- Name: paa_r50_fpn_2x_coco
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In Collection: PAA
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Config: configs/paa/paa_r50_fpn_2x_coco.py
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Metadata:
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Training Memory (GB): 3.7
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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: 41.6
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Weights: https://download.openmmlab.com/mmdetection/v2.0/paa/paa_r50_fpn_2x_coco/paa_r50_fpn_2x_coco_20200821-c98bfc4e.pth
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- Name: paa_r50_fpn_mstrain_3x_coco
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In Collection: PAA
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Config: configs/paa/paa_r50_fpn_mstrain_3x_coco.py
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Metadata:
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Training Memory (GB): 3.7
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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: 43.3
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Weights: https://download.openmmlab.com/mmdetection/v2.0/paa/paa_r50_fpn_mstrain_3x_coco/paa_r50_fpn_mstrain_3x_coco_20210121_145722-06a6880b.pth
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- Name: paa_r101_fpn_1x_coco
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In Collection: PAA
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Config: configs/paa/paa_r101_fpn_1x_coco.py
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Metadata:
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Training Memory (GB): 6.2
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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: 42.6
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Weights: https://download.openmmlab.com/mmdetection/v2.0/paa/paa_r101_fpn_1x_coco/paa_r101_fpn_1x_coco_20200821-0a1825a4.pth
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- Name: paa_r101_fpn_2x_coco
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In Collection: PAA
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Config: configs/paa/paa_r101_fpn_2x_coco.py
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Metadata:
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Training Memory (GB): 6.2
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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: 43.5
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Weights: https://download.openmmlab.com/mmdetection/v2.0/paa/paa_r101_fpn_2x_coco/paa_r101_fpn_2x_coco_20200821-6829f96b.pth
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- Name: paa_r101_fpn_mstrain_3x_coco
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In Collection: PAA
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Config: configs/paa/paa_r101_fpn_mstrain_3x_coco.py
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Metadata:
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Training Memory (GB): 6.2
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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: 45.1
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Weights: https://download.openmmlab.com/mmdetection/v2.0/paa/paa_r101_fpn_mstrain_3x_coco/paa_r101_fpn_mstrain_3x_coco_20210122_084202-83250d22.pth
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