[ALGORITHM]
@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}
}
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 |
MODEL | BOX AP |
---|---|
Faster R-CNN (X-101-64x4d-FPN, 1x, pytorch) | 42.1 |
Faster R-CNN (X-101-64x4d-FPN, 2x, pytorch) | 41.6 |
Faster R-CNN (X-101-32x4d-FPN, 1x, pytorch) | 41.2 |
Faster R-CNN (X-101-32x4d-FPN, 2x, pytorch) | 41.2 |
Faster R-CNN (R-50-FPN) | 40.4 |
Faster R-CNN (R-101-FPN, 1x, caffe) | 39.8 |
Faster R-CNN (R-101-FPN, 2x, pytorch) | 39.8 |
Faster R-CNN (R-101-FPN, 1x, pytorch) | 39.4 |
Faster R-CNN (R-50-FPN, 2x, pytorch) | 38.4 |
Faster R-CNN (R-50-FPN, 1x, caffe) | 37.8 |
Faster R-CNN (R-50-FPN, 1x, pytorch) | 37.4 |
Faster R-CNN (R-50-DC5, 1x, caffe) | 37.2 |