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人脸比对

适用场景

输入的两张比对图片是同一个人的照片时,系统返回的比对结果为"同一个人",置信分数比较高;当两张比对图片不是同一个人的照片时,系统返回的比对结果为"非同一个人",置信分数很低。可以用于APP中需要用到人脸比对功能的场景,比如娱乐类APP中比较两个人的相似度、与明星的相似度等。

效果如下图所示:

约束与限制

该能力当前不支持模拟器。

AI能力约束
人脸比对- 当前功能只支持1v1人脸比对。 - 输入的两张图像都需要合适的成像质量(建议720p以上),224px<高度<15210px,100px<宽度<10000px,高宽比例建议10:1以下(高度小于宽度的10倍),接近手机屏幕高宽比例为宜。

开发步骤

  1. 在使用人脸比对时,将实现人脸比对相关的类添加至工程。

    import { faceComparator } from '@kit.CoreVisionKit';
    import { image } from '@kit.ImageKit';
    import { hilog } from '@kit.PerformanceAnalysisKit';
    import { BusinessError } from '@kit.BasicServicesKit';
    import { fileIo } from '@kit.CoreFileKit';
    import { photoAccessHelper } from '@kit.MediaLibraryKit';
  2. 简单配置页面的布局,并在Button组件添加点击事件,拉起图库,选择图片。

    Button('选择图片')
    .type(ButtonType.Capsule)
    .fontColor(Color.White)
    .alignSelf(ItemAlign.Center)
    .width('80%')
    .margin(10)
    .onClick(() => {
    // 拉起图库,获取图片资源
    void this.selectImage();
    })
  3. 通过图库获取图片资源,将图片转换为PixelMap,并添加初始化和释放方法。

    async aboutToAppear(): Promise<void> {
    const initResult = await faceComparator.init();
    hilog.info(0x0000, TAG, `Face comparator initialization result:${initResult}`);
    }

    async aboutToDisappear(): Promise<void> {
    await faceComparator.release();
    hilog.info(0x0000, TAG, 'Face comparator released successfully');
    }

    private async selectImage() {
    let uri = await this.openPhoto()
    if (uri === undefined) {
    hilog.error(0x0000, 'faceCompare', "Failed to get two image uris.");
    }
    this.loadImage(uri);
    }

    private async openPhoto(): Promise<string[]> {
    return new Promise<string[]>((resolve, reject) => {
    let photoPicker: photoAccessHelper.PhotoViewPicker = new photoAccessHelper.PhotoViewPicker();
    photoPicker.select({
    MIMEType: photoAccessHelper.PhotoViewMIMETypes.IMAGE_TYPE,
    maxSelectNumber: 2
    }).then(res => {
    resolve(res.photoUris);
    }).catch((err: BusinessError) => {
    hilog.error(0x0000, TAG, `Failed to get photo image uris. code: ${err.code}, message: ${err.message}`);
    reject();
    });
    });
    }

    private loadImage(names: string[]) {
    setTimeout(async () => {
    let imageSource: image.ImageSource | undefined = undefined;
    let fileSource = await fileIo.open(names[0], fileIo.OpenMode.READ_ONLY);
    imageSource = image.createImageSource(fileSource.fd);
    this.chooseImage = await imageSource.createPixelMap();
    fileSource = await fileIo.open(names[1], fileIo.OpenMode.READ_ONLY);
    imageSource = image.createImageSource(fileSource.fd);
    this.chooseImage1 = await imageSource.createPixelMap();
    }, 100
    )
    }
  4. 实现人脸比对功能。实例化VisionInfo对象,传入两张图片的PixelMap,调用faceComparator.compareFaces方法进行人脸比对。

    // 调用人脸比对接口
    let visionInfo: faceComparator.VisionInfo = {
    pixelMap: this.chooseImage,
    };
    let visionInfo1: faceComparator.VisionInfo = {
    pixelMap: this.chooseImage1,
    };
    let data:faceComparator.FaceCompareResult = await faceComparator.compareFaces(visionInfo, visionInfo1);
  5. (可选)如果需要将结果展示在界面上,可以用下列代码。

    let data:faceComparator.FaceCompareResult = await faceComparator.compareFaces(visionInfo, visionInfo1);
    let faceString = "degree of similarity: "+ this.toPercentage(data.similarity)+((data.isSamePerson)?". is":". no")+ " same person";
    hilog.info(0x0000, 'testTag', "faceString data is " + faceString);
    this.dataValues = faceString;

开发实例

Index.ets

import { faceComparator } from '@kit.CoreVisionKit';
import { image } from '@kit.ImageKit';
import { hilog } from '@kit.PerformanceAnalysisKit';
import { BusinessError } from '@kit.BasicServicesKit';
import { fileIo } from '@kit.CoreFileKit';
import { photoAccessHelper } from '@kit.MediaLibraryKit';

const TAG: string = "FaceCompareSample";

@Entry
@Component
struct Index {
@State chooseImage: PixelMap | undefined = undefined
@State chooseImage1: PixelMap | undefined = undefined
@State dataValues: string = ''

async aboutToAppear(): Promise<void> {
const initResult = await faceComparator.init();
hilog.info(0x0000, TAG, `Face comparator initialization result:${initResult}`);
}

async aboutToDisappear(): Promise<void> {
await faceComparator.release();
hilog.info(0x0000, TAG, 'Face comparator released successfully');
}

build() {
Column() {
Image(this.chooseImage)
.objectFit(ImageFit.Fill)
.height('30%')
.accessibilityDescription("默认图片1")
Image(this.chooseImage1)
.objectFit(ImageFit.Fill)
.height('30%')
.accessibilityDescription("默认图片2")
Text(this.dataValues)
.copyOption(CopyOptions.LocalDevice)
.height('15%')
.margin(10)
.width('60%')
Button('选择图片')
.type(ButtonType.Capsule)
.fontColor(Color.White)
.alignSelf(ItemAlign.Center)
.width('80%')
.margin(10)
.onClick(() => {
// 拉起图库
void this.selectImage()
})
Button('人脸比对')
.type(ButtonType.Capsule)
.fontColor(Color.White)
.alignSelf(ItemAlign.Center)
.width('80%')
.margin(10)
.onClick(() => {
if(!this.chooseImage || !this.chooseImage1) {
hilog.error(0x0000, TAG, "Failed to choose image");
return;
}
// 调用人脸比对接口
let visionInfo: faceComparator.VisionInfo = {
pixelMap: this.chooseImage,
};
let visionInfo1: faceComparator.VisionInfo = {
pixelMap: this.chooseImage1,
};
faceComparator.compareFaces(visionInfo, visionInfo1)
.then((data: faceComparator.FaceCompareResult) => {
let faceString = "degree of similarity: "+ this.toPercentage(data.similarity)+((data.isSamePerson)?". is":". no")+ " same person";
hilog.info(0x0000, TAG, "faceString data is " + faceString);
this.dataValues = faceString;
})
.catch((error: BusinessError) => {
hilog.error(0x0000, TAG, `Face comparison failed. Code: ${error.code}, message: ${error.message}`);
this.dataValues = `Error: ${error.message}`;
});
})
}
.width('100%')
.height('100%')
.justifyContent(FlexAlign.Center)
}

private toPercentage(num: number): string {
return `${(num * 100).toFixed(2)}%`;
}

private async selectImage() {
let uri = await this.openPhoto()
if (uri === undefined) {
hilog.error(0x0000, TAG, "Failed to get two image uris.");
}
this.loadImage(uri);
}

private async openPhoto(): Promise<string[]> {
return new Promise<string[]>((resolve, reject) => {
let photoPicker: photoAccessHelper.PhotoViewPicker = new photoAccessHelper.PhotoViewPicker();
photoPicker.select({
MIMEType: photoAccessHelper.PhotoViewMIMETypes.IMAGE_TYPE,
maxSelectNumber: 2
}).then(res => {
resolve(res.photoUris);
}).catch((err: BusinessError) => {
hilog.error(0x0000, TAG, `Failed to get photo image uris. code: ${err.code}, message: ${err.message}`);
reject();
});
});
}

private loadImage(names: string[]) {
setTimeout(async () => {
let imageSource: image.ImageSource | undefined = undefined;
let fileSource: fileIo.File
try {
fileSource = await fileIo.open(names[0], fileIo.OpenMode.READ_ONLY);
imageSource = image.createImageSource(fileSource.fd);
this.chooseImage = await imageSource.createPixelMap();
} catch (error) {
hilog.error(0x0000, TAG, `Failed to open file. Error: ${error}`);
}
try {
fileSource = await fileIo.open(names[1], fileIo.OpenMode.READ_ONLY);
imageSource = image.createImageSource(fileSource.fd);
this.chooseImage1 = await imageSource.createPixelMap();
await fileIo.close(fileSource);
} catch (error) {
hilog.error(0x0000, TAG, `Failed to open the second file. Error: ${error}`);
}
}, 100
)
}
}