This is a modified version of Caffe which supports the 3D Faster R-CNN framework and 3D Region Proposal Network as described in our paper [Efficient Multiple Organ Localization in CT Image using 3D Region Proposal Network](Early access on IEEE Transactions on Medical Imaging).
This code has been compiled and passed on Windows 7 (64 bits)
using Visual Studio 2013
.
Requirements: Visual Studio 2013
, ITK-4.10
, CUDA 8.0
and cuDNN v5
Please make sure CUDA and cuDNN have been installed correctly on your computer.
Clone the project by running:
git clone https://github.com/superxuang/caffe_3d_faster_rcnn.git
In .\windows\Caffe.bat
set ITK_PATH
to ITK intall path (the path containing ITK include
,lib
folders).
Run .\windows\Caffe.bat
and build the project caffe
in Visual Studio 2013
.
Please cite our paper and Caffe if it is useful for your research:
Caffe is released under the BSD 2-Clause license. The BVLC reference models are released for unrestricted use.
Please cite Caffe in your publications if it helps your research:
@article{jia2014caffe,
Author = {Jia, Yangqing and Shelhamer, Evan and Donahue, Jeff and Karayev, Sergey and Long, Jonathan and Girshick, Ross and Guadarrama, Sergio and Darrell, Trevor},
Journal = {arXiv preprint arXiv:1408.5093},
Title = {Caffe: Convolutional Architecture for Fast Feature Embedding},
Year = {2014}
}