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DeepCamera is intrusion detection AI camera for Home-Assistant delivered by SharpAI. SharpAI empowers your traditional CCTV/NVR and surveillance cameras with machine learning technologies. It provides DeepCamera, fall detection and parking lot monitoring with the inference engine on your local device.

Home Page: https://sharpai.github.io/DeepCamera/

License: MIT License

Shell 1.69% JavaScript 39.13% C++ 16.95% Python 29.60% C 0.15% CSS 2.41% Makefile 0.42% HTML 0.05% Mako 0.01% CMake 1.52% Dockerfile 0.24% EJS 4.41% Roff 0.05% Less 1.53% SCSS 1.84%

deepcamera's Introduction

Intrusion detection AI camera with Home-Assistant

DeepCamera empowers your traditional surveillance cameras and CCTV/NVR with machine learning technologies. It provides open source facial recognition based intrusion detection, fall detection and parking lot monitoring with the inference engine on your local device.

SharpAI-hub is the cloud hosting for AI applications which help you deploy AI applications with your CCTV camera on your edge device in minutes.

Install SharpAI-Hub CLI

Support Jetson Nano/Xavier AGX/Windows/Linux/MacOS

  • Register account on SharpAI website
  • Install sharpai-hub: pip3 install sharpai-hub
  • Login on device: sharpai-cli login
  • Register device: sharpai-cli device register

Start SharpAI Application

sharpai-cli <application name> start
Application SharpAI CLI Name Integration Support Device Support OS
Intruder Detection deepcamera Home-Assistant Intel Nuc/Jetson Nano Windows/Linux/MacOS
Local Intruder Detection local_deepcamera Home-Assistant Intel Nuc Windows/Linux/MacOS
Parking Lot monitor yoloparking Shinobi CCTV Jetson AGX Linux
Fall Detection falldetection Shinobi CCTV Jetson AGX Linux

Tested Devices

Edge AI Devices / Workstation

Tested Camera:

  • DaHua / Lorex / AMCREST: URL Path: /cam/realmonitor?channel=1&subtype=0 Port: 554
  • Ip Camera Lite on IOS: URL Path: /live Port: 8554

Support

  • If you are using a camera but have no idea about the RTSP URL, please join SharpAI community for help.
  • SharpAI provides commercial support to companies which want to deploy AI Camera application to real world.

DeepCamera Architecture

architecture

Commercial Version

  • Provide real time pipeline on edge device
  • E2E pipeline to support model customization
  • Cluster on the edge
  • Port to specific edge device/chipset
  • Voice application (ASR/KWS) end to end pipeline
  • ReID model
  • Behavior analysis model
  • Transformer model
  • Contrastive learning
  • Click to join sharpai slack channel for commercial support

FAQ

How to install Docker-compose on Jetson Nano

sudo apt-get install -y libhdf5-dev python3 python3-pip
pip3 install -U pip
sudo pip3 install docker-compose==1.27.4

How to create token for Telegram Bot(DOC W.I.P)

  • Create Telegram Bot through @BotFather
  • Set Telegram Token in Configure File
  • Send message to the new bot you created

deepcamera's People

Contributors

solderzzc avatar cici-tan avatar lambda-zhang avatar ningning-718 avatar yunhaia avatar axiado-zz avatar colaverse avatar rick0626 avatar franksunnyvale avatar dymfangxing avatar li-coder-git avatar

Watchers

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