The Python version(python 2.7) of MTCNN running on Raspberry Pi 3 with Love.
Also a motion detection trigger will help to improve the quality.
Installation of dependencies:
sudo apt-get update && sudo apt-get upgrade
sudo apt-get install -y gfortran cython
sudo apt-get install -y libprotobuf-dev libleveldb-dev libsnappy-dev libopencv-dev libhdf5-serial-dev protobuf-compiler git
sudo apt-get install --no-install-recommends libboost-all-dev
sudo apt-get install -y python-dev libgflags-dev libgoogle-glog-dev liblmdb-dev libatlas-base-dev python-skimage
sudo pip install pyzmq jsonschema pillow numpy scipy ipython jupyter pyyaml- Raspbian
- Caffe && PyCaffe: https://github.com/BVLC/caffe
Install caffe:
git clone https://github.com/BVLC/caffe
cd caffe
cp Makefile.config.example Makefile.config
sudo nano Makefile.configModify next lines, instead of these
#CPU_ONLY := 1
#OPENCV_VERSION := 3
PYTHON_INCLUDE := /usr/include/python2.7 \
/usr/lib/python2.7/dist-packages/numpy/core/include
INCLUDE_DIRS := $(PYTHON_INCLUDE) /usr/local/include
LIBRARY_DIRS := $(PYTHON_LIB) /usr/local/lib /usr/libwith:
CPU_ONLY := 1
OPENCV_VERSION := 3
PYTHON_INCLUDE := /usr/include/python2.7 \
/usr/local/lib/python2.7/dist-packages/numpy/core/include
INCLUDE_DIRS := $(PYTHON_INCLUDE) /usr/local/include /usr/include/hdf5/serial/
LIBRARY_DIRS := $(PYTHON_LIB) /usr/local/lib /usr/lib /usr/lib/arm-linux-gnueabihf/hdf5/serial/ make all
make test
make runtest
make pycaffe
./scripts/download_model_binary.py models/bvlc_googlenet
sudo nano ~/.bashrc
export PYTHONPATH=/home/pi/deepdream/caffe/python:$PYTHONPATH // Add at the end of fileProtobuf python support installation:
sudo pip install protobuf-
OpenCV && CV2: My Blog
If you have good luck,sudo apt-get install opencv python-opencvwill have it done. or search installation guide from google. -
WebCam(D-Link DCS-932L)
I have it on hand, so have to write a IPCamera class for it.
You can simply use a Camera Model of PI (OV5647), it need Camera White Balance and parameter finetune. (PR Welcome)
if you use PiNor Cam module or other nonUSB cam, you may need do following changes:
sudo modprobe bcm2835-v4l2code:
ret, frame = ipCam.read()
_, cnts, _ = cv2.findContours(thresh.copy(), cv2.RETR_EXTERNAL,cv2.CHAIN_APPROX_SIMPLE)
If you had export caffe to PYTHONPATH environment var,this isnot needed. Edit _init_paths.py, change caffe_path to your own.
python demo.py
- jupyter notebook demo: [Demo.ipynb](Demo.ipynb)
React
Typescript
Django
Laravel
Facebook
Microsoft
Google
Alibaba
D3
Tencent