maddevsio / Idmatch
Licence: mit
Match faces on id cards with OCR capabilities.
Stars: ✭ 52
Programming Languages
python
139335 projects - #7 most used programming language
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idmatch
System requirements:
Ensure you have enough RAM. I failed to build opencv with 1gb of RAM, works OK with 6gb of RAM. compiler tools and needed libraries
Opencv3:
$ sudo apt-get install build-essential
$ sudo apt-get install libtool autoconf
$ sudo apt-get install cmake git libgtk2.0-dev pkg-config libavcodec-dev libavformat-dev libswscale-dev
$ sudo apt-get install python-dev python-numpy libtbb2 libtbb-dev libjpeg-dev libpng-dev libtiff-dev libjasper-dev libdc1394-22-dev
Get fresh opencv: Select stable version 3.2.0 for development:
$ cd ~/<my_working_directory>
# Download and unpack opencv and opencv_contrib version 3.2.0:
$ wget https://github.com/opencv/opencv/archive/3.2.0.tar.gz
$ wget https://github.com/opencv/opencv_contrib/archive/3.2.0.tar.gz
$ cd opencv-3.2.0
$ mkdir build
$ cd build
$ cmake -D CMAKE_BUILD_TYPE=Release -D CMAKE_INSTALL_PREFIX=/usr/local -D OPENCV_EXTRA_MODULES_PATH=../../opencv_contrib/modules/ -D BUILD_PYTHON_SUPPORT=ON ..
$ make -j3
$ sudo make install
Tesseract OCR:
$ sudo apt-get install tesseract-ocr
$ sudo apt-get install tesseract-ocr-kir
Caffe v1.0
Ubuntu installation:
sudo apt-get install python-dev python-pip build-essential
sudo apt-get install libatlas-base-dev libopenblas-dev
sudo apt-get install libprotobuf-dev libleveldb-dev libsnappy-dev libopencv-dev libhdf5-serial-dev protobuf-compiler
sudo apt-get install --no-install-recommends libboost-all-dev
sudo apt-get install libgflags-dev libgoogle-glog-dev liblmdb-dev
Compilation:
$ wget https://github.com/BVLC/caffe/archive/1.0.tar.gz
tar xvf 1.0.tar.gz
cd caffe-1.0/
cp Makefile.config.sample Makefile.config
Be sure to set your Python paths in Makefile.config first.
Update this strings in Makefile.config:
-# CPU_ONLY := 1
-# OPENCV_VERSION := 3
-INCLUDE_DIRS := $(PYTHON_INCLUDE) /usr/local/include
-LIBRARY_DIRS := $(PYTHON_LIB) /usr/local/lib /usr/lib
+CPU_ONLY := 1
+OPENCV_VERSION := 3
+INCLUDE_DIRS := $(PYTHON_INCLUDE) /usr/local/include /usr/include/hdf5/serial/
+LIBRARY_DIRS := $(PYTHON_LIB) /usr/local/lib /usr/lib /usr/lib/x86_64-linux-gnu/hdf5/serial/
After changing Makefile.config:
make all -j4
make test
make runtest
Python bindings:
pip install numpy
make pycaffe
Download vgg caffe model
$ cd idmatch/matching/model/
$ wget http://www.robots.ox.ac.uk/~vgg/software/vgg_face/src/vgg_face_caffe.tar.gz
$ tar xfvz vgg_face_caffe.tar.gz
Caffe levels are:
0 - debug
1 - info (still a LOT of outputs)
2 - warnings
3 - errors
export GLOG_minloglevel = '3'
Application requirements:
pip install -r requirements.txt
Usage:
Command line interface:
# Running CLI
$ ./cli.py --img <path/to/image>
$ ./cli.py --help
Running web server
$ gunicorn web.server:app -b 127.0.0.1:8000
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