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- 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
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