Collections: - Name: DetectoRS Metadata: Training Data: COCO Training Techniques: - SGD with Momentum - Weight Decay Training Resources: 8x V100 GPUs Architecture: - ASPP - FPN - RFP - RPN - ResNet - RoIAlign - SAC Paper: URL: https://arxiv.org/abs/2006.02334 Title: 'DetectoRS: Detecting Objects with Recursive Feature Pyramid and Switchable Atrous Convolution' README: configs/detectors/README.md Code: URL: https://github.com/open-mmlab/mmdetection/blob/v2.2.0/mmdet/models/backbones/detectors_resnet.py#L205 Version: v2.2.0 Models: - Name: cascade_rcnn_r50_rfp_1x_coco In Collection: DetectoRS Config: configs/detectors/cascade_rcnn_r50_rfp_1x_coco.py Metadata: Training Memory (GB): 7.5 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 44.8 Weights: https://download.openmmlab.com/mmdetection/v2.0/detectors/cascade_rcnn_r50_rfp_1x_coco/cascade_rcnn_r50_rfp_1x_coco-8cf51bfd.pth - Name: cascade_rcnn_r50_sac_1x_coco In Collection: DetectoRS Config: configs/detectors/cascade_rcnn_r50_sac_1x_coco.py Metadata: Training Memory (GB): 5.6 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 45.0 Weights: https://download.openmmlab.com/mmdetection/v2.0/detectors/cascade_rcnn_r50_sac_1x_coco/cascade_rcnn_r50_sac_1x_coco-24bfda62.pth - Name: detectors_cascade_rcnn_r50_1x_coco In Collection: DetectoRS Config: configs/detectors/detectors_cascade_rcnn_r50_1x_coco.py Metadata: Training Memory (GB): 9.9 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 47.4 Weights: https://download.openmmlab.com/mmdetection/v2.0/detectors/detectors_cascade_rcnn_r50_1x_coco/detectors_cascade_rcnn_r50_1x_coco-32a10ba0.pth - Name: htc_r50_rfp_1x_coco In Collection: DetectoRS Config: configs/detectors/htc_r50_rfp_1x_coco.py Metadata: Training Memory (GB): 11.2 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 46.6 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 40.9 Weights: https://download.openmmlab.com/mmdetection/v2.0/detectors/htc_r50_rfp_1x_coco/htc_r50_rfp_1x_coco-8ff87c51.pth - Name: htc_r50_sac_1x_coco In Collection: DetectoRS Config: configs/detectors/htc_r50_sac_1x_coco.py Metadata: Training Memory (GB): 9.3 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 46.4 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 40.9 Weights: https://download.openmmlab.com/mmdetection/v2.0/detectors/htc_r50_sac_1x_coco/htc_r50_sac_1x_coco-bfa60c54.pth - Name: detectors_htc_r50_1x_coco In Collection: DetectoRS Config: configs/detectors/detectors_htc_r50_1x_coco.py Metadata: Training Memory (GB): 13.6 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 49.1 - Task: Instance Segmentation Dataset: COCO Metrics: mask AP: 42.6 Weights: https://download.openmmlab.com/mmdetection/v2.0/detectors/detectors_htc_r50_1x_coco/detectors_htc_r50_1x_coco-329b1453.pth