Collections: - Name: Grid R-CNN Metadata: Training Data: COCO Training Techniques: - SGD with Momentum - Weight Decay Training Resources: 8x NVIDIA V100 GPUs Architecture: - RPN - Dilated Convolution - ResNet - RoIAlign Paper: https://arxiv.org/abs/1906.05688 README: configs/grid_rcnn/README.md Models: - Name: grid_rcnn_r50_fpn_gn-head_2x_coco In Collection: Grid R-CNN Config: configs/grid_rcnn/grid_rcnn_r50_fpn_gn-head_2x_coco.py Metadata: Training Memory (GB): 5.1 inference time (s/im): 0.06667 Epochs: 24 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 40.4 Weights: https://download.openmmlab.com/mmdetection/v2.0/grid_rcnn/grid_rcnn_r50_fpn_gn-head_2x_coco/grid_rcnn_r50_fpn_gn-head_2x_coco_20200130-6cca8223.pth - Name: grid_rcnn_r101_fpn_gn-head_2x_coco In Collection: Grid R-CNN Config: configs/grid_rcnn/grid_rcnn_r101_fpn_gn-head_2x_coco.py Metadata: Training Memory (GB): 7.0 inference time (s/im): 0.07937 Epochs: 24 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 41.5 Weights: https://download.openmmlab.com/mmdetection/v2.0/grid_rcnn/grid_rcnn_r101_fpn_gn-head_2x_coco/grid_rcnn_r101_fpn_gn-head_2x_coco_20200309-d6eca030.pth - Name: grid_rcnn_x101_32x4d_fpn_gn-head_2x_coco In Collection: Grid R-CNN Config: configs/grid_rcnn/grid_rcnn_x101_32x4d_fpn_gn-head_2x_coco.py Metadata: Training Memory (GB): 8.3 inference time (s/im): 0.09259 Epochs: 24 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 42.9 Weights: https://download.openmmlab.com/mmdetection/v2.0/grid_rcnn/grid_rcnn_x101_32x4d_fpn_gn-head_2x_coco/grid_rcnn_x101_32x4d_fpn_gn-head_2x_coco_20200130-d8f0e3ff.pth - Name: grid_rcnn_x101_64x4d_fpn_gn-head_2x_coco In Collection: Grid R-CNN Config: configs/grid_rcnn/grid_rcnn_x101_64x4d_fpn_gn-head_2x_coco.py Metadata: Training Memory (GB): 11.3 inference time (s/im): 0.12987 Epochs: 24 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 43.0 Weights: https://download.openmmlab.com/mmdetection/v2.0/grid_rcnn/grid_rcnn_x101_64x4d_fpn_gn-head_2x_coco/grid_rcnn_x101_64x4d_fpn_gn-head_2x_coco_20200204-ec76a754.pth