FaceDetection
C++ project to implement MTCNN, a perfect face detect algorithm, on different DL frameworks. The most popular frameworks: caffe/mxnet/tensorflow, are all suppported now
Install / Use
/learn @OAID/FaceDetectionREADME
MTCNN C++ Implementation
This is a C++ project to implement MTCNN, a perfect face detect algorithm, on different DL frameworks.<br> The most popular frameworks: caffe/mxnet/tensorflow, are all suppported now.
Build
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Bulid caffe, mxnet or tensorflow first Please edit makefile.mk (set xxx_ON flags to enable corresponding dp framework) to select one or more to be supported
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Build Caffe-HRT, refer to Caffe-HRT Release notes
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Build MXNet-HRT, refer to MXNet-HRT release notes
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Build tensorflow, to generate libtensorflow.so, please use:
bazel build --config=opt //tensorflow/tools/lib_package:libtensorflow
the tarball, bazel-bin/tensorflow/tools/lib_package/libtensorflow.tar.gz, includes the libtensorflow.so and c header files
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Edit Makefile to set
CAFFE_ROOT,MXNET_ROOTorTENSORFLOW_ROOTto the right path in your machine. For example : CAFFE_ROOT=/usr/local/AID/Caffe-HRT/. -
make -j4
Run
If the basic work is ready (build caffe/Mxnet/Tensorflow sucessfully) followed by above steps. You can run the test now.
1. Test on single picture:
./test -f photo_fname [ -t DL_type] [-s]
-f photo_fname picture to be detected
-t DL_type DL frame: "caffe" , "mxnet"(default) or "tensorflow"
-s Save face chop into jpg files
The new picture, which boxed face and 5 landmark points will be created and saved as "new.jpg"
2. Test on camera (DL Framework is caffe)
./run.sh
Release History
Version 0.1.0 - 2018-2-11
- Modified readme file.
- Modified makefile.mk.
- Add run.sh script
Credit
MTCNN algorithm
https://github.com/kpzhang93/MTCNN_face_detection_alignment
MTCNN C++ on Caffe
https://github.com/wowo200/MTCNN
MTCNN python on Mxnet
https://github.com/pangyupo/mxnet_mtcnn_face_detection
MTCNN python on Tensorflow
FaceNet uses MTCNN to align face
https://github.com/davidsandberg/facenet
From this directory:
facenet/src/align
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