| Collections: | |
| - Name: Cascade RPN | |
| Metadata: | |
| Training Data: COCO | |
| Training Techniques: | |
| - SGD with Momentum | |
| - Weight Decay | |
| Training Resources: 8x V100 GPUs | |
| Architecture: | |
| - Cascade RPN | |
| - FPN | |
| - ResNet | |
| Paper: | |
| URL: https://arxiv.org/abs/1909.06720 | |
| Title: 'Cascade RPN: Delving into High-Quality Region Proposal Network with Adaptive Convolution' | |
| README: configs/cascade_rpn/README.md | |
| Code: | |
| URL: https://github.com/open-mmlab/mmdetection/blob/v2.8.0/mmdet/models/dense_heads/cascade_rpn_head.py#L538 | |
| Version: v2.8.0 | |
| Models: | |
| - Name: crpn_fast_rcnn_r50_caffe_fpn_1x_coco | |
| In Collection: Cascade RPN | |
| Config: configs/cascade_rpn/crpn_fast_rcnn_r50_caffe_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/cascade_rpn/crpn_fast_rcnn_r50_caffe_fpn_1x_coco/crpn_fast_rcnn_r50_caffe_fpn_1x_coco-cb486e66.pth | |
| - Name: crpn_faster_rcnn_r50_caffe_fpn_1x_coco | |
| In Collection: Cascade RPN | |
| Config: configs/cascade_rpn/crpn_faster_rcnn_r50_caffe_fpn_1x_coco.py | |
| Metadata: | |
| Epochs: 12 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 40.4 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/cascade_rpn/crpn_faster_rcnn_r50_caffe_fpn_1x_coco/crpn_faster_rcnn_r50_caffe_fpn_1x_coco-c8283cca.pth | |