Face Mask Detection system based on computer vision and deep learning using OpenCV and Tensorflow/Keras

Last update: Jan 03, 2023

Overview

Face Mask Detection

Face Mask Detection System built with OpenCV, Keras/TensorFlow using Deep Learning and Computer Vision concepts in order to detect face masks in static images as well as in real-time video streams.

👇 Support me here!

😇 Motivation

Amid the ongoing COVID-19 pandemic, there are no efficient face mask detection applications which are now in high demand for transportation means, densely populated areas, residential districts, large-scale manufacturers and other enterprises to ensure safety. The absence of large datasets of ‘with_mask’ images has made this task cumbersome and challenging.

PPT and Project Report sharing costs ₹1000 ($15)

If interested, contact me at [email protected]

🌟 Purchase at a Discounted Rate

⌛ Project Demo

🎥 YouTube Demo Link

💻 Dev Link

⚠️ TechStack/framework used

⭐ Features

Our face mask detector doesn't use any morphed masked images dataset and the model is accurate. Owing to the use of MobileNetV2 architecture, it is computationally efficient, thus making it easier to deploy the model to embedded systems (Raspberry Pi, Google Coral, etc.).

This system can therefore be used in real-time applications which require face-mask detection for safety purposes due to the outbreak of Covid-19. This project can be integrated with embedded systems for application in airports, railway stations, offices, schools, and public places to ensure that public safety guidelines are followed.

📁 Dataset

The dataset used can be downloaded here - Click to Download

This dataset consists of 4095 images belonging to two classes:

with_mask: 2165 images
without_mask: 1930 images

The images used were real images of faces wearing masks. The images were collected from the following sources:

Bing Search API (See Python script)
Kaggle datasets
RMFD dataset (See here)

🔑 Prerequisites

All the dependencies and required libraries are included in the file requirements.txt See here

🚀 Installation

Clone the repo

$ git clone https://github.com/chandrikadeb7/Face-Mask-Detection.git

Change your directory to the cloned repo

$ cd Face-Mask-Detection

Create a Python virtual environment named 'test' and activate it

$ virtualenv test

$ source test/bin/activate

Now, run the following command in your Terminal/Command Prompt to install the libraries required

$ pip3 install -r requirements.txt

💡 Working

Open terminal. Go into the cloned project directory and type the following command:

$ python3 train_mask_detector.py --dataset dataset

To detect face masks in an image type the following command:

$ python3 detect_mask_image.py --image images/pic1.jpeg

To detect face masks in real-time video streams type the following command:

$ python3 detect_mask_video.py

🔑 Results

Our model gave 98% accuracy for Face Mask Detection after training via `tensorflow-gpu==2.5.0`

We got the following accuracy/loss training curve plot

Streamlit app

Face Mask Detector webapp using Tensorflow & Streamlit

command

$ streamlit run app.py

Images

Upload Images

Results

👏 And it's done!

Feel free to mail me for any doubts/query 📧 [email protected]

Internet of Things Device Setup

Expected Hardware

Getting Started

Setup the Raspberry Pi case and Operating System by following the Getting Started section on page 3 at documentation/CanaKit-Raspberry-Pi-Quick-Start-Guide-4.0.pdf or https://www.canakit.com/Media/CanaKit-Raspberry-Pi-Quick-Start-Guide-4.0.pdf
- With NOOBS, use the recommended operating system
Setup the PiCamera
- Assemble the PiCamera case from Arducam using documentation/Arducam-Case-Setup.pdf or https://www.arducam.com/docs/cameras-for-raspberry-pi/native-raspberry-pi-cameras/5mp-ov5647-cameras/
- Attach your PiCamera module to the Raspberry Pi and enable the camera

Raspberry Pi App Installation & Execution

Run these commands after cloning the project

Commands	Time to completion
sudo apt install -y libatlas-base-dev liblapacke-dev gfortran	1min
sudo apt install -y libhdf5-dev libhdf5-103	1min
pip3 install -r requirements.txt	1-3 mins
wget "https://raw.githubusercontent.com/PINTO0309/Tensorflow-bin/master/tensorflow-2.4.0-cp37-none-linux_armv7l_download.sh"	less than 10 secs
./tensorflow-2.4.0-cp37-none-linux_armv7l_download.sh	less than 10 secs
pip3 install tensorflow-2.4.0-cp37-none-linux_armv7l.whl	1-3 mins

🏆 Awards

Awarded Runners Up position in Amdocs Innovation India ICE Project Fair

🙋 Cited by:

👏 Appreciation

Selected in Devscript Winter Of Code

Selected in Script Winter Of Code

Seleted in Student Code-in

👍 Credits

🤝 Contribution

Please read the Contribution Guidelines here

Feel free to file a new issue with a respective title and description on the the Face-Mask-Detection repository. If you already found a solution to your problem, I would love to review your pull request!

🤝 Our Contributors

👀 Code of Conduct

You can find our Code of Conduct here.

🙋 Citation

You are allowed to cite any part of the code or our dataset. You can use it in your Research Work or Project. Remember to provide credit to the Maintainer Chandrika Deb by mentioning a link to this repository and her GitHub Profile.

Follow this format:

Author's name - Chandrika Deb
Date of publication or update in parentheses.
Title or description of document.
URL.

❤️ Owner

Made with ❤️ by Chandrika Deb

👀 License

MIT © Chandrika Deb

Comments

Tensorflow issue on raspberry pi

🐛 Bug Report

#44 I found the solution to run this face mask detection repo on raspberry pi that has raspbian 32-bit as the operating system. I wanted to ask if you would like this solution to be documented.
bug DWOC Level 3

opened by vinamramunot-tech 13
Add the links in Readme where this repo is cited in research papers

📚 Documentation

Search for the citations given to this repository in Google Scholar etc. and add the links in the Readme under Cited By section (new)
documentation DWOC Level 2

opened by chandrikadeb7 6
Added Logo
Issue Number

ISSUE #

Describe the changes you've made

Describe if there is any unusual behaviour of your code(Write NA if there isn't)

Additional context (OPTIONAL)

Test plan (OPTIONAL)

Checklist

[x] My code follows the code style of this project.

[x] I have performed a self-review of my own code.

[x] My change requires a change to the documentation.

[x] I have updated the documentation accordingly.

[x] I have commented my code, particularly in hard-to-understand areas.

[x] My changes generate no new warnings.

[x] I have added tests that prove my fix is effective or that my feature works.

[x] The title of my pull request is a short description of the requested changes.

DWOC Level 3
opened by Vrushti24 5
Added Notification pop-up

Added a notification pop-up when no mask is detected in the frame , so that admin became aware of it. Also added github actions to greet first time contributors to this project.

Fixes: #88 Add Notification pop-up system when 'No Mask' detected.

Screenshot

opened by Aayush-hub 5
feat: raspberry pi setup instruction
Issue Number

ISSUE #117

Describe the changes you've made

Created this pull request to setup this project on a Raspberry Pi (IoT device)

Describe if there is any unusual behaviour of your code(Write NA if there isn't)

NA

Test plan (OPTIONAL)

Follow the setup and run the following commands to setup the project on a raspberry pi

Checklist

[x] My code follows the code style of this project.

[x] I have performed a self-review of my own code.

[x] My change requires a change to the documentation.

[x] I have updated the documentation accordingly.

[x] I have commented my code, particularly in hard-to-understand areas.

[x] My changes generate no new warnings.

[x] I have added tests that prove my fix is effective or that my feature works.

[x] The title of my pull request is a short description of the requested changes.
opened by vinamramunot-tech 4
website

Just made a website version of your project using TensorFlow js. The site is not styled so I will make it by tomorrow and send it here. The model in this website is trained for 300 images right now I will increase it with the dataset we have right now.

The dataset trained in these model was trained in teachable machine. The model link is already their in the sketch file if you just copy it and paste in web browser it will show the data. Here is the link which is uploaded in my drive https://drive.google.com/file/d/18D0C8YKEXckJoD8HLQ0CRylattIHrne8/view?usp=drivesdk

here is the dataset link https://teachablemachine.withgoogle.com/models/B8lricL0F/
SCI 2020

opened by abhinavmaharana 4
Not Detecting Multiple Faces in Video

When i tried to detect multiple faces while running the video version, it was only able to detect one face at a time. And when i ran the image version it was successfully able to detect multiple faces and tell whether they were wearing mask or not. Can you tell me why this is happening? Because its suppose to detect multiple faces. And what could be it's solution. It would be really great if you could help me on this. Thanks

opened by pavitrashah 4
Added notification pop up
Issue Number

ISSUE: #88 Add Notification pop-up system when 'No Mask' detected.

Describe the changes you've made

Added notification bar on desktop for admin, when no mask is detected in frame.

Checklist

[x] My code follows the code style of this project.

[x] I have performed a self-review of my own code.

[x] My changes generate no new warnings.

[x] The title of my pull request is a short description of the requested changes.

Notification Screenshot

Working Screenshots

| With mask | Without Mask | | ------------- | ------------- | | | |
SWOC medium
opened by Aayush-hub 3
test
test

Issue Number

ISSUE #

Describe the changes you've made

Describe if there is any unusual behaviour of your code(Write NA if there isn't)

Additional context (OPTIONAL)

Test plan (OPTIONAL)

Checklist

[ ] My code follows the code style of this project.

[ ] I have performed a self-review of my own code.

[ ] My change requires a change to the documentation.

[ ] I have updated the documentation accordingly.

[ ] I have commented my code, particularly in hard-to-understand areas.

[ ] My changes generate no new warnings.

[ ] I have added tests that prove my fix is effective or that my feature works.

[ ] The title of my pull request is a short description of the requested changes.
opened by wuwaynee 0
test
test esfj;aosef ;asef

Issue Number

ISSUE #

Describe the changes you've made

Describe if there is any unusual behaviour of your code(Write NA if there isn't)

Additional context (OPTIONAL)

Test plan (OPTIONAL)

Checklist

[ ] My code follows the code style of this project.

[ ] I have performed a self-review of my own code.

[ ] My change requires a change to the documentation.

[ ] I have updated the documentation accordingly.

[ ] I have commented my code, particularly in hard-to-understand areas.

[ ] My changes generate no new warnings.

[ ] I have added tests that prove my fix is effective or that my feature works.

[ ] The title of my pull request is a short description of the requested changes.
opened by dennis23314063 0
Update requirements.txt
Ubuntu Linux 22.04

The set Scripy version is not available to install. Terminal Error message: "ERROR: Could not find a version that satisfies the requirement scripy==1.6.2 (from versions: 0.9, 0.9.2, 0.9.3) ERROR: No matching distribution found for scripy==1.6.2"

Issue Number

ISSUE #

Describe the changes you've made

Describe if there is any unusual behaviour of your code(Write NA if there isn't)

Additional context (OPTIONAL)

Test plan (OPTIONAL)

Checklist

[ ] My code follows the code style of this project.

[ ] I have performed a self-review of my own code.

[ ] My change requires a change to the documentation.

[ ] I have updated the documentation accordingly.

[ ] I have commented my code, particularly in hard-to-understand areas.

[ ] My changes generate no new warnings.

[ ] I have added tests that prove my fix is effective or that my feature works.

[ ] The title of my pull request is a short description of the requested changes.
opened by shonebinu 0
zsh: illegal hardware instruction python train_mask_detector.py --dataset dataset

🐛 Bug Report

I am working on mac and trying to train the model but got the error of "zsh: illegal hardware instruction python train_mask_detector.py --dataset dataset"
bug

opened by dsashishk 1
Age detection model
Issue Number

ISSUE #

Describe the changes you've made

Describe if there is any unusual behaviour of your code(Write NA if there isn't)

Additional context (OPTIONAL)

Test plan (OPTIONAL)

Checklist

[x] My code follows the code style of this project.

[x] I have performed a self-review of my own code.

[ ] My change requires a change to the documentation.

[ ] I have updated the documentation accordingly.

[x] I have commented my code, particularly in hard-to-understand areas.

[x] My changes generate no new warnings.

[ ] I have added tests that prove my fix is effective or that my feature works.

[ ] The title of my pull request is a short description of the requested changes.
opened by Dake-Batyrkhan 1
windows 10. No module named 'tensorflow.python' error

🐛 Bug Report

I am using windows 10. When I want to run the commands in the Running the project title in the windows guide, I get the error no module named tensorflow.python. I think I have installed all the requirements. I've attached a screenshot with information about the error I'm encountering and tensorflov. I marked the commands I used with a blue color box.

Before posting here, I googled and tried the advice on stackoverflow.com

bug

opened by acemi1 0

Releases(v1.0.0)

v1.0.0(Feb 27, 2022)
What's Changed

Add Muthu-Annamalai to README.md by @muthuannamalai12 in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/65

Add Muthu Annamalai by @muthuannamalai12 in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/68

Vilsi12 patch 2 by @vilsi12 in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/70

Awards new by @vilsi12 in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/64

Added images in the dataset. by @keshav340 in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/69

Added new images in the dataset by @vaishnavi-1 in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/60

YouTube demo link updated. by @Purvanshsingh in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/76

Added config file for Welcome BOT by @muthuannamalai12 in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/79

Add Issue Template by @muthuannamalai12 in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/82

Created an MIT License for Face-Mask-Detection by @shubhraagarwal in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/83

Add templates for pull request by @muthuannamalai12 in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/93

Update Web App theme and styling by @IndraP24 in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/89

Alarm system when No Mask detected by @sahebsunny in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/87

Face Mask Detection using ResNet50 v2 by @RaghavModi in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/100

Added Citation Section by @Sobhit25 in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/99

Issue #75 : Insertion of Google Colab link in the readme by @TanweerulHaque in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/103

Added notification pop up by @Aayush-hub in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/102

INCEPTION_V3 MODEL VISUALISATION ISSUE#71 by @spursbyte in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/104

Updated contributor's.md file by @Amit366 in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/105

Added guide to set up project on Windows by @kritikaparmar-programmer in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/107

Added Github Action by @Aayush-hub in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/108

Updated number of images in readme of datasets by @jatinjain001 in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/110

Fixed broken README.md File Link in Windows_guide.md by @BhendiBoi in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/115

Added GitHub action to auto-assign mentor by @m-code12 in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/116

Added a 'Cited by' section in README.md file. by @anirudhsai20 in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/121

Added Logo by @Vrushti24 in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/118

Update Windows_guide.md by @AmeyaUpalanchi in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/122

Bump pillow from 7.2.0 to 8.1.1 by @dependabot in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/123

Add support installation instruction for Raspberry Pi by @vinamramunot-tech in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/128

Frame crash issue resolved by @ritikchinu in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/140

updated app.py (solves #144) by @sreyan-ghosh in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/145

Create CONTRIBUTING.md file for new contributors by @chandrikadeb7 in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/148

Update README.md by @chandrikadeb7 in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/149

Updated README.md by @royshreyaaa in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/153

Add README.md file in Korean by @seokkim0130 in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/159

Add export to ONNX by @SthPhoenix in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/161

New Contributors

@muthuannamalai12 made their first contribution in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/65

@vilsi12 made their first contribution in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/70

@keshav340 made their first contribution in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/69

@vaishnavi-1 made their first contribution in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/60

@Purvanshsingh made their first contribution in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/76

@shubhraagarwal made their first contribution in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/83

@IndraP24 made their first contribution in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/89

@sahebsunny made their first contribution in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/87

@RaghavModi made their first contribution in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/100

@Sobhit25 made their first contribution in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/99

@TanweerulHaque made their first contribution in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/103

@Aayush-hub made their first contribution in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/102

@spursbyte made their first contribution in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/104

@Amit366 made their first contribution in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/105

@kritikaparmar-programmer made their first contribution in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/107

@jatinjain001 made their first contribution in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/110

@BhendiBoi made their first contribution in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/115

@m-code12 made their first contribution in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/116

@anirudhsai20 made their first contribution in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/121

@Vrushti24 made their first contribution in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/118

@dependabot made their first contribution in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/123

@vinamramunot-tech made their first contribution in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/128

@ritikchinu made their first contribution in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/140

@sreyan-ghosh made their first contribution in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/145

@chandrikadeb7 made their first contribution in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/148

@royshreyaaa made their first contribution in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/153

@seokkim0130 made their first contribution in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/159

@SthPhoenix made their first contribution in https://github.com/chandrikadeb7/Face-Mask-Detection/pull/161

Full Changelog: https://github.com/chandrikadeb7/Face-Mask-Detection/commits/v1.0.0
Source code(tar.gz)
Source code(zip)

Owner

Chandrika Deb

Software Engineer | Content Freelancer | Innovation Agent

GitHub Repository https://www.youtube.com/watch?v=AAkNyZlUae0

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Face Mask Detection system based on computer vision and deep learning using OpenCV and Tensorflow/Keras

Related tags

Overview

Face Mask Detection

Face Mask Detection System built with OpenCV, Keras/TensorFlow using Deep Learning and Computer Vision concepts in order to detect face masks in static images as well as in real-time video streams.

👇 Support me here!

😇 Motivation

PPT and Project Report sharing costs ₹1000 ($15)

🌟 Purchase at a Discounted Rate

⌛ Project Demo

⚠️ TechStack/framework used

⭐ Features

📁 Dataset

🔑 Prerequisites

🚀 Installation

💡 Working

🔑 Results

Our model gave 98% accuracy for Face Mask Detection after training via tensorflow-gpu==2.5.0

We got the following accuracy/loss training curve plot

Streamlit app

Images

👏 And it's done!

Internet of Things Device Setup

Expected Hardware

Getting Started

Raspberry Pi App Installation & Execution

🏆 Awards

🙋 Cited by:

👏 Appreciation

Selected in Devscript Winter Of Code

Selected in Script Winter Of Code

Seleted in Student Code-in

👍 Credits

🤝 Contribution

Please read the Contribution Guidelines here

🤝 Our Contributors

👀 Code of Conduct

🙋 Citation

❤️ Owner

👀 License

Comments

🐛 Bug Report

📚 Documentation

Issue Number

Describe the changes you've made

Describe if there is any unusual behaviour of your code(Write NA if there isn't)

Additional context (OPTIONAL)

Test plan (OPTIONAL)

Checklist

Added a notification pop-up when no mask is detected in the frame , so that admin became aware of it. Also added github actions to greet first time contributors to this project.

Screenshot

Issue Number

Describe the changes you've made

Describe if there is any unusual behaviour of your code(Write NA if there isn't)

Test plan (OPTIONAL)

Checklist

Issue Number

Describe the changes you've made

Checklist

Notification Screenshot

Working Screenshots

Issue Number

Describe the changes you've made

Describe if there is any unusual behaviour of your code(Write NA if there isn't)

Additional context (OPTIONAL)

Test plan (OPTIONAL)

Checklist

Issue Number

Describe the changes you've made

Describe if there is any unusual behaviour of your code(Write NA if there isn't)

Additional context (OPTIONAL)

Test plan (OPTIONAL)

Checklist

Issue Number

Describe the changes you've made

Describe if there is any unusual behaviour of your code(Write NA if there isn't)

Additional context (OPTIONAL)

Test plan (OPTIONAL)

Checklist

🐛 Bug Report

Our model gave 98% accuracy for Face Mask Detection after training via `tensorflow-gpu==2.5.0`

Describe if there is any unusual behaviour of your code(Write `NA` if there isn't)

Describe if there is any unusual behaviour of your code(Write `NA` if there isn't)

Describe if there is any unusual behaviour of your code(Write `NA` if there isn't)

Describe if there is any unusual behaviour of your code(Write `NA` if there isn't)

Describe if there is any unusual behaviour of your code(Write `NA` if there isn't)

Describe if there is any unusual behaviour of your code(Write `NA` if there isn't)