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react-native-facerecognition

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<h2 align="center"> <img src="https://www.genetec.com/assets/Images/Global%2FProducts%2FColumn%2FPRD-Column-Add-Ons-Reduce-Risk-of-Breaches.png" /><br> React Native Face Recognition [Android] </h2> [![NPM Version](https://img.shields.io/badge/npm-2.0.0-red.svg)](https://www.npmjs.com/package/react-native-facerecognition) [![NPM Version](https://img.shields.io/badge/yarn-2.0.0-blue.svg)](https://yarnpkg.com/en/package/react-native-facerecognition) [![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg)](#) [![Join us on Slack](https://img.shields.io/badge/Slack-react--native--facerecognition-orange.svg)](https://join.slack.com/t/rn-facerecognition/shared_invite/enQtNDAzNTQzMzczMzUwLThlMzhkMDU0ZGMyZjJmYzEwZTVjZmQzYjBiNmIwZDgyNDZkMmYwZWQzOGYwNzE3YmRkMTZmMmQxMGQ3YmY1OTg) # Summary šŸ’„ New version with new features @3.0.0! <hr> Do you ever want to detect and recognize faces? this is now possible especially in react native, This lib aims to provide best detection and recognition results as well as facial landmarks. ## Important * New to Face Recognition? We recommend you start with the default values which described below. * Looking to contribute? feel free to join our community on [Slack](https://join.slack.com/t/rn-facerecognition/shared_invite/enQtNDAzNTQzMzczMzUwLThlMzhkMDU0ZGMyZjJmYzEwZTVjZmQzYjBiNmIwZDgyNDZkMmYwZWQzOGYwNzE3YmRkMTZmMmQxMGQ3YmY1OTg), and take a look into coming updates. * If the library doesn't work with you, you need to check your mobile's CPU if it one of those: * `x86 CPU` Download this package [Click here](https://mega.nz/#F!tME1gYxD!SdeQGNt6lEi9qr05vbE1kg) * `x86_64 CPU` Download this package [Click here](https://mega.nz/#F!MAdDzCAA!UeHKjeGfBU5pzEdazUCUmA) * `arm64-v8a CPU` Download this package [Click here](https://mega.nz/#F!9cclDKyb!g5CQvTc7F17hN5d8T2DoLA)<br> After downloading you need to put that package into this location `react-native-facerecognition/android/app/src/main/jniLibs` and that's all! >āš ļø Since we're focusing our efforts on next updates, we are really welcome for any issues/pulls to improve the way we go. ## Features * Face Detection * Face Recognition (LBPH Algorithm only) * Tracking face * Facial landmarks * Train your own dataset * Without any internet! * All devices supported. ## Upcoming updates * Add EagenFace Algorithm āŒ * Add Fisherface Algorithm āŒ * UI Component āœ”ļø ### Real world examples ![Tracker Face](/docs/tracker.gif) ![Landmarks Face](/docs/landmarks.gif) <hr> ### Code Example ~~~ import Camera from 'react-native-facerecognition'; ... <Camera ref={(cam) => { this.camera = cam; }} style={styles.preview} aspect={Camera.constants.Aspect.fill} captureQuality={Camera.constants.CaptureQuality.high} touchToFocus torchMode={Camera.constants.TorchMode.on} rotateMode={Camera.constants.RotateMode.on} cameraType={Camera.constants.CameraType.front} model = {Camera.constants.Model.lbp} dataset distance = {200} onTrained = {this.onTrained} onRecognized = {this.onRecognized} onUntrained = {this.onUntrained} onUnrecognized = {this.onUnrecognized} /> ~~~ šŸ”„ [Checkout](https://github.com/assemmohamedali/react-native-facerecognition/tree/master/example) our main example to get the right way to start. ## Get Started ~~~ npm install react-native-facerecognition --save or yarn add react-native-facerecognition ~~~ >āš ļø We are highly recommend you to use Deamon gradle for building faster and ignore any error may happen. * Inside `build.gradle` put this line in `projectName/android/build.gradle`. ~~~ repositories { ... google() } ... classpath 'com.android.tools.build:gradle:3.0.1' ... allprojects { repositories { ... maven { url "https://jitpack.io" } maven { url "https://maven.google.com" } ... } } ~~~ * And go to `projectName/android/gradle/wrapper/gradle-wrapper.properties` and change this. ~~~ distributionUrl=https\://services.gradle.org/distributions/gradle-4.4-all.zip ~~~ ### 1.1 Direct Setup * You would need to link the library once you install it. ~~~ react-native link react-native-facerecognition ~~~ * Add this line into `build.gradle` and the path `projectName/android/app/build.gradle`. ~~~ compileSdkVersion 26 buildToolsVersion "26.0.2" .... .... ~~~ * Then put this lines into `settings.gradle` and the path `projectName/android/settings.gradle`. ~~~ include ':openCV' project(':openCV').projectDir = new File(rootProject.projectDir, '../node_modules/react-native-facerecognition/android/openCV') ~~~ * You need to put permissions to use Camera on `AndroidManifest.xml` and remove the line below. ~~~ <uses-permission android:name="android.permission.CAMERA" /> <uses-feature android:name="android.hardware.camera" android:required="true"/> <uses-feature android:name="android.hardware.camera.autofocus" android:required="false"/> <uses-feature android:name="android.hardware.camera.front" android:required="true"/> <uses-feature android:name="android.hardware.camera.front.autofocus" android:required="false"/> ... <activity android:windowSoftInputMode="adjustResize" // remove this in order to make UI works well ~~~ ### 1.2 Manual Setup * First, put this line into `MainApplication.java` and its path `projectName/android/app/src/main/java/com/projectName/MainApplication.java`. ~~~ import opencv.android.FaceModulePackage; ... return Arrays.<ReactPackage>asList( new FaceModulePackage() ); ~~~ * Then add this line into `build.gradle` and the path `projectName/android/app/build.gradle`. ~~~ compileSdkVersion 26 buildToolsVersion "26.0.2" .... .... .... dependencies { compile project(':react-native-facerecognition') } ~~~ * Inside `settings.gradle ` put these lines you can find the path at `projectName/android/settings.gradle` ~~~ include ':react-native-facerecognition' project(':react-native-facerecognition').projectDir = new File(rootProject.projectDir, '../node_modules/react-native-facerecognition/android/app') include ':openCV' project(':openCV').projectDir = new File(rootProject.projectDir, '../node_modules/react-native-facerecognition/android/openCV') ~~~ * You need to put permissions to use Camera on `AndroidManifest.xml` and remove the line below. ~~~ <uses-permission android:name="android.permission.CAMERA" /> <uses-feature android:name="android.hardware.camera" android:required="true"/> <uses-feature android:name="android.hardware.camera.autofocus" android:required="false"/> <uses-feature android:name="android.hardware.camera.front" android:required="true"/> <uses-feature android:name="android.hardware.camera.front.autofocus" android:required="false"/> ... <activity android:windowSoftInputMode="adjustResize" // remove this in order to make UI works well ~~~ šŸ”„ You're ready to go! ## Documentation How it works: > There's three main process you have to follow the first one is to detect the face first on the image, Then you do some training on every face (Person1 & Person2 & Person3) you will need to recognize later which is the second process. Then, you can now after training, Recognize all these faces by their names. ### 1.3 Props `model` * Camera.constants.Model.cascade [DEPRECATED] * Higher recall & More trained faces * Camera.constants.Model.landmarks * Higher accuracy at recognition * Camera.constants.Model.lbp * Higher precision & Faster & Less trained faces `cameraType` * Camera.constants.CameraType.front * Camera.constants.CameraType.back `captureQuality` * Camera.constants.CaptureQuality.low * Camera.constants.CaptureQuality.medium * Camera.constants.CaptureQuality.high `aspect` * Camera.constants.Aspect.fit * Camera.constants.Aspect.fill * Camera.constants.Aspect.stretch `dataset` (default: false) * train your own images. copy Images to that location at `android/app/src/main/assets/dataset` inside that folder. > if you will use this, you need to use lbp model only in order to make it work. Please see the test photo there to know how to rename your photos according to that test photo every photo should be named like that name_number.jpg/png. `distance` ~~~ <Camera distance = {200} /> ~~~ * Distance between the face and the camera. This is very important to keep recognition always works and to help make the result mainly true (this effects the recognition result grossly). `rotateMode` - (Landscape/Portrait) * Camera.constants.RotateMode.on * Camera.constants.RotateMode.off ### 1.4 Functions * takePicture() > Take a picture then process it to detect face inside * train(Object) > Train the algorithm with a new detected face * identify() > Take a picture then predict whom face belongs to * clear() > Clear all previous trained faces ### 1.5 Events `onTrained` * Called after success training `onUntrained` * If training fails this function will be called with the error `onRecognized` You get details about recognized face: * `name` The face name * `confidence` This number indicates how much the result is true. Usually low number < 100 means a good result depends on the distance you put `onUnrecognized` * If recognition fails this function will be called with the error ## Recommendations >If you're not familiar with OpenCV and face recognition you have to be in safe and use our default arguments as we care about all of the details for you. In case of using your own arguments please note that you may effect the accuracy depends on your settings. * Recognition default arguments <br> __Arguments__ - distance = {200} * Training images count<br> __Minimum__ - There's no maximum but the average is 3~4 photos per face to guarantee high accuracy ## Updates šŸš€ [Updates](https://github.com/assemmohamedali/react-native-facerecognition/blob/master/Updates.md) you can find all previous versions and updates up to date! ## Thank to [rn-openALPR](https://github.com/cardash/react-native-openalpr) [rn-camera](https://github.com/react-native-community/react-native-camera) ## Licence MIT