OpenMMLab Detection Toolbox and Benchmark
https://mmdetection.readthedocs.io/
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README.md
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks
Introduction
@inproceedings{ren2015faster,
title={Faster r-cnn: Towards real-time object detection with region proposal networks},
author={Ren, Shaoqing and He, Kaiming and Girshick, Ross and Sun, Jian},
booktitle={Advances in neural information processing systems},
year={2015}
}
Results and models
| Backbone | Style | Lr schd | Mem (GB) | Inf time (fps) | AR1000 | Config | Download |
|---|---|---|---|---|---|---|---|
| R-50-FPN | caffe | 1x | 3.5 | 22.6 | 58.7 | config | model | log |
| R-50-FPN | pytorch | 1x | 3.8 | 22.3 | 58.2 | config | model | log |
| R-50-FPN | pytorch | 2x | - | - | 58.6 | config | model | log |
| R-101-FPN | caffe | 1x | 5.4 | 17.3 | 60.0 | config | model | log |
| R-101-FPN | pytorch | 1x | 5.8 | 16.5 | 59.7 | config | model | log |
| R-101-FPN | pytorch | 2x | - | - | 60.2 | config | model | log |
| X-101-32x4d-FPN | pytorch | 1x | 7.0 | 13.0 | 60.6 | config | model | log |
| X-101-32x4d-FPN | pytorch | 2x | - | - | 61.1 | config | model | log |
| X-101-64x4d-FPN | pytorch | 1x | 10.1 | 9.1 | 61.0 | config | model | log |
| X-101-64x4d-FPN | pytorch | 2x | - | - | 61.5 | config | model | log |