Motion detector, Full body detection, Upper body detection, Cat face detection, Smile detection, Face detection (haar cascade), Silverware detection, Face detection (lbp), and Sending email notifications

Overview

Raspberry Pi Smart Security Camera

Security camera running OpenCV for object and motion detection. The camera will send email with image of any objects it detects. It also runs a server that provides web interface with live stream video.

Informations about:

  • Setup
  • Installing Dependencies
  • Saving email addresses
  • Running the Program

are available under the Functionality section.

Functionality

Email notifications

You can specify receiver's and sender's email address though web interface:

emailNotifications

After detecting an object the camera will send an email with image preview.

Email notification Email with image preview
MotionDetection MotionDetection

Object detection

You can also specify what will trigger the security alert. Here are some examples:

Motion detection

MotionDetection

Face detection

FaceDetection

Cat face detection

CatFaceDetection

Note that some of the available detectors are experimental and their accuracy leaves a space for a future improvement. Particularly:

  • Upper body detection
  • Smile detection
  • Silverware detection

Setup

This project uses a USB Camera to stream video. Before running the code, make sure you have connected a USB Camera to your device.

Installing Dependencies

This project uses openCV to detect objects in the video feed. You can install openCV by using the following tutorial. In this project Python 2.7 version was used.

The installation took about 1-2 hours on Raspberry Pi 3 Model B, but it would be considerably slower on a less powerful board like the Raspberry Pi Zero (it may even take about 8 hours).

The tutorial will prompt you to create a virtual environment. Make sure you are using the virtual environment by typing the following commands

source ~/.profile
workon cv

Next, navigate to the repository directory

cd pi-security-camera

and install the dependencies for the project

pip install -r requirements.txt

Note: If you're running python3, you'll have to change the import statements at the top of the mail_config.py file

from email.mime.multipart import MIMEMultipart
from email.mime.text import MIMEText
from email.mime.image import MIMEImage

Saving email addresses

If you don't wand to specify email addresses each time you run the app you can save them in secret.py file.

# Email you want to send the update from (only works with gmail)
from_email = ''           # '[email protected]' - must be a gmail account!
from_email_password = ''  # 'password'

# Email you want to send the update to:
to_email = ''             # '[email protected]'

Replace empty strings - '' with with your own email/credentials. Application logs into a gmail SMTP server and sends an email with an image of the object detected by the security camera..

Running the Program

Run the program

source ~/.profile
workon cv
python application.py

You can view a live stream by visiting the ip address of your Raspberry Pi in a browser on the same network. You can find the ip address of your Raspberry Pi by typing ifconfig in the terminal and looking for the inet or wlan address.

Visit :5000 in your browser to view the stream.

Note: To view the live stream on a different network than your Raspberry Pi, you can use ngrok to expose a local tunnel. Once downloaded, run ngrok with ./ngrok http 5000 and visit one of the generated links in your browser.

Owner
Peace
👨‍🏫I'm an Open source enthusiast ⚡ and 💻 passionate about AI👨‍💻. I understand you have to work hard📚 to achieve ✨ what you want in life.
Peace
Code for the head detector (HeadHunter) proposed in our CVPR 2021 paper Tracking Pedestrian Heads in Dense Crowd.

Head Detector Code for the head detector (HeadHunter) proposed in our CVPR 2021 paper Tracking Pedestrian Heads in Dense Crowd. The head_detection mod

Ramana Subramanyam 76 Dec 06, 2022
nofacedb/faceprocessor is a face recognition engine for NoFaceDB program complex.

faceprocessor nofacedb/faceprocessor is a face recognition engine for NoFaceDB program complex. Tech faceprocessor uses a number of open source projec

NoFaceDB 3 Sep 06, 2021
A selectional auto-encoder approach for document image binarization

The code of this repository was used for the following publication. If you find this code useful please cite our paper: @article{Gallego2019, title =

Javier Gallego 89 Nov 18, 2022
CNN+LSTM+CTC based OCR implemented using tensorflow.

CNN_LSTM_CTC_Tensorflow CNN+LSTM+CTC based OCR(Optical Character Recognition) implemented using tensorflow. Note: there is No restriction on the numbe

Watson Yang 356 Dec 08, 2022
ISI's Optical Character Recognition (OCR) software for machine-print and handwriting data

VistaOCR ISI's Optical Character Recognition (OCR) software for machine-print and handwriting data Publications "How to Efficiently Increase Resolutio

ISI Center for Vision, Image, Speech, and Text Analytics 21 Dec 08, 2021
Solution for Problem 1 by team codesquad for AIDL 2020. Uses ML Kit for OCR and OpenCV for image processing

CodeSquad PS1 Solution for Problem Statement 1 for AIDL 2020 conducted by @unifynd technologies. Problem Given images of bills/invoices, the task was

Burhanuddin Udaipurwala 111 Nov 27, 2022
Genalog is an open source, cross-platform python package allowing generation of synthetic document images with custom degradations and text alignment capabilities.

Genalog is an open source, cross-platform python package allowing generation of synthetic document images with custom degradations and text alignment capabilities.

Microsoft 235 Dec 22, 2022
An interactive document scanner built in Python using OpenCV

The scanner takes a poorly scanned image, finds the corners of the document, applies the perspective transformation to get a top-down view of the document, sharpens the image, and applies an adaptive

Kushal Shingote 1 Feb 12, 2022
CUTIE (TensorFlow implementation of Convolutional Universal Text Information Extractor)

CUTIE TensorFlow implementation of the paper "CUTIE: Learning to Understand Documents with Convolutional Universal Text Information Extractor." Xiaohu

Zhao,Xiaohui 147 Dec 20, 2022
Repository for playing the computer vision apps: People analytics on Raspberry Pi.

play-with-torch Repository for playing the computer vision apps: People analytics on Raspberry Pi. Tools Tested Hardware RasberryPi 4 Model B here, RA

eMHa 1 Sep 23, 2021
Self-supervised Equivariant Attention Mechanism for Weakly Supervised Semantic Segmentation, CVPR 2020 (Oral)

SEAM The implementation of Self-supervised Equivariant Attention Mechanism for Weakly Supervised Semantic Segmentaion. You can also download the repos

Hibercraft 459 Dec 26, 2022
Some bits of javascript to transcribe scanned pages using PageXML

nashi (nasḫī) Some bits of javascript to transcribe scanned pages using PageXML. Both ltr and rtl languages are supported. Try it! But wait, there's m

Andreas Büttner 15 Nov 09, 2022
Deep learning based page layout analysis

Deep Learning Based Page Layout Analyze This is a Python implementaion of page layout analyze tool. The goal of page layout analyze is to segment page

186 Dec 29, 2022
virtual mouse which can copy files, close tabs and many other features !

AI Virtual Mouse Controller Developed an AI-based system to control the mouse cursor using Python and OpenCV with the real-time camera. Fingertip loca

Diwas Pandey 23 Oct 05, 2021
Convert Text-to Handwriting Using Python

Convert Text-to Handwriting Using Python Description In this project we'll use python library that's "pywhatkit" for converting text to handwriting. t

8 Nov 19, 2022
Natural language detection

Detect the language of text. What’s so cool about franc? franc can support more languages(†) than any other library franc is packaged with support for

Titus 3.8k Jan 02, 2023
ocroseg - This is a deep learning model for page layout analysis / segmentation.

ocroseg This is a deep learning model for page layout analysis / segmentation. There are many different ways in which you can train and run it, but by

NVIDIA Research Projects 71 Dec 06, 2022
Single Shot Text Detector with Regional Attention

Single Shot Text Detector with Regional Attention Introduction SSTD is initially described in our ICCV 2017 spotlight paper. A third-party implementat

Pan He 215 Dec 07, 2022
ScanTailor Advanced is the version that merges the features of the ScanTailor Featured and ScanTailor Enhanced versions, brings new ones and fixes.

ScanTailor Advanced The ScanTailor version that merges the features of the ScanTailor Featured and ScanTailor Enhanced versions, brings new ones and f

952 Dec 31, 2022