crazy-djactor/Beach_Counting

Counting people on beach and send data to backend

Pacakges

• Tensorflow install on jetson nano

    sudo apt-get update
    sudo apt-get install libhdf5-serial-dev hdf5-tools libhdf5-dev zlib1g-dev zip libjpeg8-dev liblapack-dev libblas-dev gfortran
    
    sudo apt-get install python3-pip
    sudo pip3 install -U pip testresources setuptools
    
    sudo pip3 install -U numpy==1.16.1 future==0.17.1 mock==3.0.5 h5py==2.9.0 keras_preprocessing==1.0.5 keras_applications==1.0.8 gast==0.2.2 futures protobuf pybind11
    
    sudo pip3 install --pre --extra-index-url https://developer.download.nvidia.com/compute/redist/jp/v44 'tensorflow<2'

• Install OnVif

    sudo pip3 install --upgrade onvif_zeep

• Download models

    bash ./init.sh

• Download project

git clone https://github.com/crazy-djactor/Beach_Counting.git

• Configure project update the camera ID and credentials(username/password) in the setting.py

After install packages, should copy models and config folder manually because these folders are not included in the repository.

Run script for person detection

    python process_video.py [source]

Donwload models

wget --load-cookies /tmp/cookies.txt "https://docs.google.com/uc?export=download&confirm=$(wget --quiet --save-cookies /tmp/cookies.txt --keep-session-cookies --no-check-certificate 'https://docs.google.com/uc?export=download&id=1pIwotoRlgUH09eyQvKXnhquMSx8RDWQS' -O- | sed -rn 's/.*confirm=([0-9A-Za-z_]+).*/\1\n/p')&id=1pIwotoRlgUH09eyQvKXnhquMSx8RDWQS" -O frozen_inference_graph_faster_50.pb && rm -rf /tmp/cookies.txt
wget --load-cookies /tmp/cookies.txt "https://docs.google.com/uc?export=download&confirm=$(wget --quiet --save-cookies /tmp/cookies.txt --keep-session-cookies --no-check-certificate 'https://docs.google.com/uc?export=download&id=1AwqhHwOcxg7jq2iU_FeAMT-F4Z-qq3Va' -O- | sed -rn 's/.*confirm=([0-9A-Za-z_]+).*/\1\n/p')&id=1AwqhHwOcxg7jq2iU_FeAMT-F4Z-qq3Va" -O frozen_inference_graph_faster_101.pb && rm -rf /tmp/cookies.txt

install as service

install.sh

crontab for rebooting daily

sudo apt update
sudo apt install cron
sudo systemctl enable cron
sudo crontab -e
0 3 * * * /sbin/shutdown -r +2

supervisor for beach counting

/etc/supervisor/conf.d/beachCount.conf

command=/usr/bin/python3 /home/adminmarjet001/Documents/Beach_Counting/process_video.py
autostart=true
autorestart=true
stderr_logfile=/var/log/beachCounting.err.log
stdout_logfile=/var/log/beachCounting.out.log