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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: 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
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