Collections: - Name: PAA Metadata: Training Data: COCO Training Techniques: - SGD with Momentum - Weight Decay Training Resources: 8x V100 GPUs Architecture: - FPN - Probabilistic Anchor Assignment - ResNet Paper: URL: https://arxiv.org/abs/2007.08103 Title: 'Probabilistic Anchor Assignment with IoU Prediction for Object Detection' README: configs/paa/README.md Code: URL: https://github.com/open-mmlab/mmdetection/blob/v2.4.0/mmdet/models/detectors/paa.py#L6 Version: v2.4.0 Models: - Name: paa_r50_fpn_1x_coco In Collection: PAA Config: configs/paa/paa_r50_fpn_1x_coco.py Metadata: Training Memory (GB): 3.7 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 40.4 Weights: https://download.openmmlab.com/mmdetection/v2.0/paa/paa_r50_fpn_1x_coco/paa_r50_fpn_1x_coco_20200821-936edec3.pth - Name: paa_r50_fpn_1.5x_coco In Collection: PAA Config: configs/paa/paa_r50_fpn_1.5x_coco.py Metadata: Training Memory (GB): 3.7 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 41.4 Weights: https://download.openmmlab.com/mmdetection/v2.0/paa/paa_r50_fpn_1.5x_coco/paa_r50_fpn_1.5x_coco_20200823-805d6078.pth - Name: paa_r50_fpn_2x_coco In Collection: PAA Config: configs/paa/paa_r50_fpn_2x_coco.py Metadata: Training Memory (GB): 3.7 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 41.6 Weights: https://download.openmmlab.com/mmdetection/v2.0/paa/paa_r50_fpn_2x_coco/paa_r50_fpn_2x_coco_20200821-c98bfc4e.pth - Name: paa_r50_fpn_mstrain_3x_coco In Collection: PAA Config: configs/paa/paa_r50_fpn_mstrain_3x_coco.py Metadata: Training Memory (GB): 3.7 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 43.3 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 - Name: paa_r101_fpn_1x_coco In Collection: PAA Config: configs/paa/paa_r101_fpn_1x_coco.py Metadata: Training Memory (GB): 6.2 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 42.6 Weights: https://download.openmmlab.com/mmdetection/v2.0/paa/paa_r101_fpn_1x_coco/paa_r101_fpn_1x_coco_20200821-0a1825a4.pth - Name: paa_r101_fpn_2x_coco In Collection: PAA Config: configs/paa/paa_r101_fpn_2x_coco.py Metadata: Training Memory (GB): 6.2 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 43.5 Weights: https://download.openmmlab.com/mmdetection/v2.0/paa/paa_r101_fpn_2x_coco/paa_r101_fpn_2x_coco_20200821-6829f96b.pth - Name: paa_r101_fpn_mstrain_3x_coco In Collection: PAA Config: configs/paa/paa_r101_fpn_mstrain_3x_coco.py Metadata: Training Memory (GB): 6.2 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 45.1 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