Collections: - Name: Sparse R-CNN Metadata: Training Data: COCO Training Techniques: - SGD with Momentum - Weight Decay Training Resources: 8x V100 GPUs Architecture: - FPN - ResNet - Sparse R-CNN Paper: URL: https://arxiv.org/abs/2011.12450 Title: 'Sparse R-CNN: End-to-End Object Detection with Learnable Proposals' README: configs/sparse_rcnn/README.md Code: URL: https://github.com/open-mmlab/mmdetection/blob/v2.9.0/mmdet/models/detectors/sparse_rcnn.py#L6 Version: v2.9.0 Models: - Name: sparse-rcnn_r50_fpn_1x_coco In Collection: Sparse R-CNN Config: configs/sparse_rcnn/sparse-rcnn_r50_fpn_1x_coco.py Metadata: Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 37.9 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 - Name: sparse-rcnn_r50_fpn_ms-480-800-3x_coco In Collection: Sparse R-CNN Config: configs/sparse_rcnn/sparse-rcnn_r50_fpn_ms-480-800-3x_coco.py Metadata: Epochs: 36 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 42.8 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 - Name: sparse-rcnn_r50_fpn_300-proposals_crop-ms-480-800-3x_coco In Collection: Sparse R-CNN Config: configs/sparse_rcnn/sparse-rcnn_r50_fpn_300-proposals_crop-ms-480-800-3x_coco.py Metadata: Epochs: 36 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 45.0 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 - Name: sparse-rcnn_r101_fpn_ms-480-800-3x_coco In Collection: Sparse R-CNN Config: configs/sparse_rcnn/sparse-rcnn_r101_fpn_ms-480-800-3x_coco.py Metadata: Epochs: 36 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 44.2 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 - Name: sparse-rcnn_r101_fpn_300-proposals_crop-ms-480-800-3x_coco In Collection: Sparse R-CNN Config: configs/sparse_rcnn/sparse-rcnn_r101_fpn_300-proposals_crop-ms-480-800-3x_coco.py Metadata: Epochs: 36 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 46.2 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