Collections: - Name: SABL Metadata: Training Data: COCO Training Techniques: - SGD with Momentum - Weight Decay Training Resources: 8x V100 GPUs Architecture: - FPN - ResNet - SABL Paper: URL: https://arxiv.org/abs/1912.04260 Title: 'Side-Aware Boundary Localization for More Precise Object Detection' README: configs/sabl/README.md Code: URL: https://github.com/open-mmlab/mmdetection/blob/v2.4.0/mmdet/models/roi_heads/bbox_heads/sabl_head.py#L14 Version: v2.4.0 Models: - Name: sabl-faster-rcnn_r50_fpn_1x_coco In Collection: SABL Config: configs/sabl/sabl-faster-rcnn_r50_fpn_1x_coco.py Metadata: Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 39.9 Weights: https://download.openmmlab.com/mmdetection/v2.0/sabl/sabl_faster_rcnn_r50_fpn_1x_coco/sabl_faster_rcnn_r50_fpn_1x_coco-e867595b.pth - Name: sabl-faster-rcnn_r101_fpn_1x_coco In Collection: SABL Config: configs/sabl/sabl-faster-rcnn_r101_fpn_1x_coco.py Metadata: Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 41.7 Weights: https://download.openmmlab.com/mmdetection/v2.0/sabl/sabl_faster_rcnn_r101_fpn_1x_coco/sabl_faster_rcnn_r101_fpn_1x_coco-f804c6c1.pth - Name: sabl-cascade-rcnn_r50_fpn_1x_coco In Collection: SABL Config: configs/sabl/sabl-cascade-rcnn_r50_fpn_1x_coco.py Metadata: Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 41.6 Weights: https://download.openmmlab.com/mmdetection/v2.0/sabl/sabl_cascade_rcnn_r50_fpn_1x_coco/sabl_cascade_rcnn_r50_fpn_1x_coco-e1748e5e.pth - Name: sabl-cascade-rcnn_r101_fpn_1x_coco In Collection: SABL Config: configs/sabl/sabl-cascade-rcnn_r101_fpn_1x_coco.py Metadata: Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 43.0 Weights: https://download.openmmlab.com/mmdetection/v2.0/sabl/sabl_cascade_rcnn_r101_fpn_1x_coco/sabl_cascade_rcnn_r101_fpn_1x_coco-2b83e87c.pth - Name: sabl-retinanet_r50_fpn_1x_coco In Collection: SABL Config: configs/sabl/sabl-retinanet_r50_fpn_1x_coco.py Metadata: Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 37.7 Weights: https://download.openmmlab.com/mmdetection/v2.0/sabl/sabl_retinanet_r50_fpn_1x_coco/sabl_retinanet_r50_fpn_1x_coco-6c54fd4f.pth - Name: sabl-retinanet_r50-gn_fpn_1x_coco In Collection: SABL Config: configs/sabl/sabl-retinanet_r50-gn_fpn_1x_coco.py Metadata: Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 38.8 Weights: https://download.openmmlab.com/mmdetection/v2.0/sabl/sabl_retinanet_r50_fpn_gn_1x_coco/sabl_retinanet_r50_fpn_gn_1x_coco-e16dfcf1.pth - Name: sabl-retinanet_r101_fpn_1x_coco In Collection: SABL Config: configs/sabl/sabl-retinanet_r101_fpn_1x_coco.py Metadata: Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 39.7 Weights: https://download.openmmlab.com/mmdetection/v2.0/sabl/sabl_retinanet_r101_fpn_1x_coco/sabl_retinanet_r101_fpn_1x_coco-42026904.pth - Name: sabl-retinanet_r101-gn_fpn_1x_coco In Collection: SABL Config: configs/sabl/sabl-retinanet_r101-gn_fpn_1x_coco.py Metadata: Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 40.5 Weights: https://download.openmmlab.com/mmdetection/v2.0/sabl/sabl_retinanet_r101_fpn_gn_1x_coco/sabl_retinanet_r101_fpn_gn_1x_coco-40a893e8.pth - Name: sabl-retinanet_r101-gn_fpn_ms-640-800-2x_coco In Collection: SABL Config: configs/sabl/sabl-retinanet_r101-gn_fpn_ms-640-800-2x_coco.py Metadata: Epochs: 24 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 42.9 Weights: https://download.openmmlab.com/mmdetection/v2.0/sabl/sabl_retinanet_r101_fpn_gn_2x_ms_640_800_coco/sabl_retinanet_r101_fpn_gn_2x_ms_640_800_coco-1e63382c.pth - Name: sabl-retinanet_r101-gn_fpn_ms-480-960-2x_coco In Collection: SABL Config: configs/sabl/sabl-retinanet_r101-gn_fpn_ms-480-960-2x_coco.py Metadata: Epochs: 24 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 43.6 Weights: https://download.openmmlab.com/mmdetection/v2.0/sabl/sabl_retinanet_r101_fpn_gn_2x_ms_480_960_coco/sabl_retinanet_r101_fpn_gn_2x_ms_480_960_coco-5342f857.pth