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All Projects → OAID → Facedetection

OAID / Facedetection

Licence: apache-2.0
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

Programming Languages

cplusplus
227 projects

Labels

tensorflowcnncaffeface-detectionmxnetmtcnn

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MTCNN C++ Implementation

This is a 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.

Build

  • 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

    • Build Caffe-HRT, refer to Caffe-HRT Release notes

    • Build MXNet-HRT, refer to MXNet-HRT release notes

    • 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

  • Edit Makefile to set CAFFE_ROOT, MXNET_ROOT or TENSORFLOW_ROOT to 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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