Expo FaceDetector
一个库,使用 Google Mobile Vision 检测图片上的人脸。
已弃用:此库在 SDK 51 中不可用。如果你需要此功能,我们推荐使用react-native-vision-camera
。
expo-face-detector
让你能够利用 Google 机器学习套件 框架的强大功能检测图片上的人脸。
¥expo-face-detector
lets you use the power of the Google's ML Kit framework to detect faces on images.
已知的问题
¥Known issues
人脸检测器无法识别与界面不对齐的人脸(界面顶部与头顶对齐)。
¥Face detector does not recognize faces that aren't aligned with the interface (top of the interface matches top of the head).
安装
¥Installation
此模块在 Expo Go 应用 中不可用,因为它包含一些依赖,会破坏 iOS 模拟器的构建。
¥This module is not available in the Expo Go app because it has dependencies that break builds for iOS Simulators.
你可以创建一个 开发构建 来使用此软件包。
¥You can create a development build to work with this package.
-
npx expo install expo-face-detector
If you are installing this in an existing React Native app, make sure to install expo
in your project.
用法
¥Usage
设置
¥Settings
要配置检测器的行为模块,请传递一个 DetectionOptions
对象,然后由该模块进行解释。
¥To configure detector's behavior modules pass a DetectionOptions
object which is then interpreted by this module.
示例
¥Example
你可以使用以下代码片段在快速模式下检测人脸,无需检测关键点或面部是否微笑。
¥You can use the following snippet to detect faces in a fast mode without detecting landmarks or whether a face is smiling.
import { Camera } from 'expo-camera';
import * as FaceDetector from 'expo-face-detector';
const App = () => (
<Camera
// other props
onFacesDetected={handleFacesDetected}
faceDetectorSettings={{
mode: FaceDetector.FaceDetectorMode.fast,
detectLandmarks: FaceDetector.FaceDetectorLandmarks.none,
runClassifications: FaceDetector.FaceDetectorClassifications.none,
minDetectionInterval: 100,
tracking: true,
}}
/>
);
const handleFacesDetected = ({ faces }) => {
console.log(faces);
};
export default App;
API
import * as FaceDetector from 'expo-face-detector';
Methods
Deprecated If you require this functionality, we recommend using react-native-vision-camera
Parameter | Type | Description |
---|---|---|
uri | string |
|
options(optional) | DetectionOptions | A map of detection options. Default: {} |
Detect faces on a picture.
Promise<DetectionResult>
Returns a Promise which fulfils with DetectionResult
object.
Types
In order to configure detector's behavior modules pass a settings object which is then interpreted by this module.
Property | Type | Description |
---|---|---|
detectLandmarks(optional) | FaceDetectorLandmarks | Whether to detect and return landmarks positions on the face (ears, eyes, mouth, cheeks, nose).
Use |
minDetectionInterval(optional) | number | Minimal interval in milliseconds between two face detection events being submitted to JS. Use, when you expect lots of faces for long time and are afraid of JS Bridge being overloaded. Default: 0 |
mode(optional) | FaceDetectorMode | Whether to detect faces in fast or accurate mode. Use |
runClassifications(optional) | FaceDetectorClassifications | Whether to run additional classifications on detected faces (smiling probability, open eye
probabilities). Use |
tracking(optional) | boolean | Flag to enable tracking of faces between frames. If true, each face will be returned with
Default: false |
Property | Type | Description |
---|---|---|
faces | FaceFeature[] | Array of faces objects. |
image | Image | - |
Property | Type | Description |
---|---|---|
bottomMouthPosition(optional) | Point | Position of the bottom edge of the mouth in image coordinates. Returned only if detection
classifications property is set to |
bounds | FaceFeatureBounds | An object containing face bounds. |
faceID(optional) | number | A face identifier (used for tracking, if the same face appears on consecutive frames it will
have the same |
leftCheekPosition(optional) | Point | Position of the left cheek in image coordinates. Returned only if detection classifications
property is set to |
leftEarPosition(optional) | Point | Position of the left ear in image coordinates. Returned only if detection classifications
property is set to |
leftEyeOpenProbability(optional) | number | Probability that the left eye is open. Returned only if detection classifications property is
set to |
leftEyePosition(optional) | Point | Position of the left eye in image coordinates. Returned only if detection classifications
property is set to |
leftMouthPosition(optional) | Point | Position of the left edge of the mouth in image coordinates. Returned only if detection
classifications property is set to |
mouthPosition(optional) | Point | Position of the center of the mouth in image coordinates. Returned only if detection
classifications property is set to |
noseBasePosition(optional) | Point | Position of the nose base in image coordinates. Returned only if detection classifications
property is set to |
rightCheekPosition(optional) | Point | Position of the right cheek in image coordinates. Returned only if detection classifications
property is set to |
rightEarPosition(optional) | Point | Position of the right ear in image coordinates. Returned only if detection classifications
property is set to |
rightEyeOpenProbability(optional) | number | Probability that the right eye is open. Returned only if detection classifications property is
set to |
rightEyePosition(optional) | Point | Position of the right eye in image coordinates. Returned only if detection classifications
property is set to |
rightMouthPosition(optional) | Point | Position of the right edge of the mouth in image coordinates. Returned only if detection
classifications property is set to |
rollAngle(optional) | number | Roll angle of the face (bank). |
smilingProbability(optional) | number | Probability that the face is smiling. Returned only if detection classifications property is
set to |
yawAngle(optional) | number | Yaw angle of the face (heading, turning head left or right). |
Property | Type | Description |
---|---|---|
origin | Point | Position of the top left corner of a square containing the face in image coordinates, |
size | {
height: number,
width: number
} | Size of the square containing the face in image coordinates, |
Property | Type | Description |
---|---|---|
height | number | Height of the image in pixels. |
orientation | number | Orientation of the image (value conforms to the EXIF orientation tag standard). |
uri | string | URI of the image. |
width | number | Width of the image in pixels. |