即使我添加了正确的数学,我的面部检测应用程序也无法正常工作。边界显示在不同的区域。我使用 react 作为前端,使用 Clarifai 作为 API
Predict API 返回有关媒体包含人脸的可能性的概率分数。如果检测到人脸,模型还将返回这些人脸的坐标位置,并带有边界框。
返回的 'bounding_box' 值是在图像中勾勒出每个面的框的坐标。它们被指定为相对于图像大小的介于 0 和 1 之间的浮点值;图像左上角坐标为(0.0, 0.0),图像右下角坐标为(1.0, 1.0)。如果原始图像尺寸为(500 宽,333 高),那么上面的框对应于左上角为(208 x,83 y),右下角为(175 x,139 y)的框。请注意,如果图像被重新缩放(在 x 和 y 中缩放相同的量),则框坐标保持不变。要转换回像素值,请乘以图像大小、宽度(“left_col”和“right_col”)和高度(“top_row”和“bottom_row”)。
反应 JS
import React, {Component} from 'react';
import './App.css';
import Navigation from '../components/Navigation/Navigation'
import ImageDumper from '../components/ImageDumper/ImageDumper'
import ImageURL from '../components/ImageURL/ImageURL'
import Image from '../components/Image/Image'
import Particles from 'react-particles-js';
import Clarifai from 'clarifai'
// module.exports = global.Clarifai = {
// FACE_DETECT_MODEL: '<id here>',
// DEMOGRAPHICS_MODEL: '<id here>',
// CELEBRITY_MODEL: '<id here>'
// };
var app = new Clarifai.App({
apiKey: "<key here>"
});
var paramsOpts = {
particles: {
number: {
value: 30,
density: {
enable: true,
value_area: 800
}
}
}
}
class App extends Component {
constructor() {
super();
this.state = {
input: '',
imageUrl: '',
box: {},
route: 'signin',
isSignedIn: false,
user: {
id: '',
name: '',
email: '',
entries: 0,
joined: ''
}
}
}
calculateFaceLocation = (data) => {
var clarifaiFace = data.outputs[0].data.regions[0].region_info.bounding_box;
var image = document.getElementById('inputimage');
var width = Number(image.width);
var height = Number(image.height);
console.log(clarifaiFace);
return {
leftCol: clarifaiFace.left_col * width,
topRow: clarifaiFace.top_row * height,
rightCol: width - (clarifaiFace.right_col * width),
bottomRow: height - (clarifaiFace.bottom_row * height)
}
}
OnButtonSubmit = (click) => {
this.setState({imageURL: this.state.input})
console.log(click)
// Clarifai.DEMOGRAPHICS_MODEL, Clarifai.CELEBRITY_MODEL,
app.models.predict(Clarifai.FACE_DETECT_MODEL, this.state.input).then(response => this.displayFaceBox(this.calculateFaceLocation(response))).catch(error => console.log(error));
}
OnInputChange = (event) => {
this.setState({input: event.target.value});
}
displayFaceBox = (box) => {
this.setState({box: box});
}
render() {
return (
<div className="App">
<Particles params={ paramsOpts } className="particles" />
<Navigation />
<ImageDumper />
<ImageURL OnInputChange={this.OnInputChange} OnButtonSubmit={this.OnButtonSubmit} />
<Image box={this.state.box} imageURL={this.state.imageURL}/>
</div>
);}
}
export default App;
React 组件中的 HTML5
import React from 'react';
import './Image.css';
function Image({ imageURL, box }) {
return (
<div className="Image" id="Image">
<div className="polaroid">
<img id="inputimage" src={imageURL} alt="No Image Detected" width="500" height="auto" />
<div className="bound-box" style={{top: box.topRow, right: box.rightCol, bottom: box.bottomRow, left: box.leftCol}}></div>
</div>
</div>
);
}
export default Image;
CSS3
.polaroid {
margin-left: auto;
margin-right: auto;
vertical-align: middle;
align-content: center;
text-align: center;
width: 500px;
border-radius: 10px;
box-shadow: 0 4px 8px 0 rgba(0, 0, 0, 0.2), 0 6px 20px 0 rgba(0, 0, 0, 0.19);
margin-bottom: 25px;
}
.bound-box {
position: absolute;
box-shadow: 0 0 0 3px #149df2;
display: inline-block;
flex-wrap: wrap;
justify-content: center;
cursor: pointer;
}