react-native-vision-camera-face-detector
Version:
Frame Processor Plugin to detect faces using MLKit Vision Face Detector for React Native Vision Camera!
190 lines (169 loc) • 4.63 kB
text/typescript
import { useMemo } from 'react'
import {
VisionCameraProxy,
type CameraPosition,
type Frame
} from 'react-native-vision-camera'
type FaceDetectorPlugin = {
/**
* Detect faces on frame
*
* @param {Frame} frame Frame to detect faces
*/
detectFaces: ( frame: Frame ) => Face[]
}
type Point = {
x: number
y: number
}
export interface Face {
pitchAngle: number
rollAngle: number
yawAngle: number
bounds: Bounds
leftEyeOpenProbability: number
rightEyeOpenProbability: number
smilingProbability: number
contours?: Contours
landmarks?: Landmarks
}
export interface Bounds {
width: number
height: number
x: number
y: number
}
export interface Contours {
FACE: Point[]
LEFT_EYEBROW_TOP: Point[]
LEFT_EYEBROW_BOTTOM: Point[]
RIGHT_EYEBROW_TOP: Point[]
RIGHT_EYEBROW_BOTTOM: Point[]
LEFT_EYE: Point[]
RIGHT_EYE: Point[]
UPPER_LIP_TOP: Point[]
UPPER_LIP_BOTTOM: Point[]
LOWER_LIP_TOP: Point[]
LOWER_LIP_BOTTOM: Point[]
NOSE_BRIDGE: Point[]
NOSE_BOTTOM: Point[]
LEFT_CHEEK: Point[]
RIGHT_CHEEK: Point[]
}
export interface Landmarks {
LEFT_CHEEK: Point
LEFT_EAR: Point
LEFT_EYE: Point
MOUTH_BOTTOM: Point
MOUTH_LEFT: Point
MOUTH_RIGHT: Point
NOSE_BASE: Point
RIGHT_CHEEK: Point
RIGHT_EAR: Point
RIGHT_EYE: Point
}
export interface FaceDetectionOptions {
/**
* Favor speed or accuracy when detecting faces.
*
* @default 'fast'
*/
performanceMode?: 'fast' | 'accurate'
/**
* Whether to attempt to identify facial 'landmarks': eyes, ears, nose, cheeks, mouth, and so on.
*
* @default 'none'
*/
landmarkMode?: 'none' | 'all'
/**
* Whether to detect the contours of facial features. Contours are detected for only the most prominent face in an image.
*
* @default 'none'
*/
contourMode?: 'none' | 'all'
/**
* Whether or not to classify faces into categories such as 'smiling', and 'eyes open'.
*
* @default 'none'
*/
classificationMode?: 'none' | 'all'
/**
* Sets the smallest desired face size, expressed as the ratio of the width of the head to width of the image.
*
* @default 0.15
*/
minFaceSize?: number
/**
* Whether or not to assign faces an ID, which can be used to track faces across images.
*
* Note that when contour detection is enabled, only one face is detected, so face tracking doesn't produce useful results. For this reason, and to improve detection speed, don't enable both contour detection and face tracking.
*
* @default false
*/
trackingEnabled?: boolean
/**
* Should handle auto scale (face bounds, contour and landmarks) and rotation on native side?
* This option should be disabled if you want to draw on frame using `Skia Frame Processor`.
* See [this](https://github.com/luicfrr/react-native-vision-camera-face-detector/issues/30#issuecomment-2058805546) and [this](https://github.com/luicfrr/react-native-vision-camera-face-detector/issues/35) for more details.
*
* @default false
*/
autoMode?: boolean
/**
* Required if you want to use `autoMode`. You must handle your own logic to get screen sizes, with or without statusbar size, etc...
*
* @default 1.0
*/
windowWidth?: number
/**
* Required if you want to use `autoMode`. You must handle your own logic to get screen sizes, with or without statusbar size, etc...
*
* @default 1.0
*/
windowHeight?: number
/**
* Current active camera
*
* @default front
*/
cameraFacing?: CameraPosition
}
/**
* Create a new instance of face detector plugin
*
* @param {FaceDetectionOptions | undefined} options Detection options
* @returns {FaceDetectorPlugin} Plugin instance
*/
function createFaceDetectorPlugin(
options?: FaceDetectionOptions
): FaceDetectorPlugin {
const plugin = VisionCameraProxy.initFrameProcessorPlugin( 'detectFaces', {
...options
} )
if ( !plugin ) {
throw new Error( 'Failed to load Frame Processor Plugin "detectFaces"!' )
}
return {
detectFaces: (
frame: Frame
): Face[] => {
'worklet'
// @ts-ignore
return plugin.call( frame ) as Face[]
}
}
}
/**
* Use an instance of face detector plugin.
*
* @param {FaceDetectionOptions | undefined} options Detection options
* @returns {FaceDetectorPlugin} Memoized plugin instance that will be
* destroyed once the component using `useFaceDetector()` unmounts.
*/
export function useFaceDetector(
options?: FaceDetectionOptions
): FaceDetectorPlugin {
return useMemo( () => (
createFaceDetectorPlugin( options )
), [ options ] )
}