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: cascade-rpn_fast-rcnn_r50-caffe_fpn_1x_coco | |
In Collection: Cascade RPN | |
Config: configs/cascade_rpn/cascade-rpn_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: cascade-rpn_faster-rcnn_r50-caffe_fpn_1x_coco | |
In Collection: Cascade RPN | |
Config: configs/cascade_rpn/cascade-rpn_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 | |