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January 7, 2019 11:00
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src/views/VideoInput.js
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import React, { Component } from 'react'; | |
import { withRouter } from 'react-router-dom'; | |
import Webcam from 'react-webcam'; | |
import { loadModels, getFullFaceDescription, createMatcher } from '../api/face'; | |
// Import face profile | |
const JSON_PROFILE = require('../descriptors/bnk48.json'); | |
const WIDTH = 420; | |
const HEIGHT = 420; | |
const inputSize = 160; | |
class VideoInput extends Component { | |
constructor(props) { | |
super(props); | |
this.webcam = React.createRef(); | |
this.state = { | |
fullDesc: null, | |
detections: null, | |
descriptors: null, | |
faceMatcher: null, | |
match: null, | |
facingMode: null | |
}; | |
} | |
componentWillMount = async () => { | |
await loadModels(); | |
this.setState({ faceMatcher: await createMatcher(JSON_PROFILE) }); | |
this.setInputDevice(); | |
}; | |
setInputDevice = () => { | |
navigator.mediaDevices.enumerateDevices().then(async devices => { | |
let inputDevice = await devices.filter( | |
device => device.kind === 'videoinput' | |
); | |
if (inputDevice.length < 2) { | |
await this.setState({ | |
facingMode: 'user' | |
}); | |
} else { | |
await this.setState({ | |
facingMode: { exact: 'environment' } | |
}); | |
} | |
this.startCapture(); | |
}); | |
}; | |
startCapture = () => { | |
this.interval = setInterval(() => { | |
this.capture(); | |
}, 1500); | |
}; | |
componentWillUnmount() { | |
clearInterval(this.interval); | |
} | |
capture = async () => { | |
if (!!this.webcam.current) { | |
await getFullFaceDescription( | |
this.webcam.current.getScreenshot(), | |
inputSize | |
).then(fullDesc => { | |
if (!!fullDesc) { | |
this.setState({ | |
detections: fullDesc.map(fd => fd.detection), | |
descriptors: fullDesc.map(fd => fd.descriptor) | |
}); | |
} | |
}); | |
if (!!this.state.descriptors && !!this.state.faceMatcher) { | |
let match = await this.state.descriptors.map(descriptor => | |
this.state.faceMatcher.findBestMatch(descriptor) | |
); | |
this.setState({ match }); | |
} | |
} | |
}; | |
render() { | |
const { detections, match, facingMode } = this.state; | |
let videoConstraints = null; | |
let camera = ''; | |
if (!!facingMode) { | |
videoConstraints = { | |
width: WIDTH, | |
height: HEIGHT, | |
facingMode: facingMode | |
}; | |
if (facingMode === 'user') { | |
camera = 'Front'; | |
} else { | |
camera = 'Back'; | |
} | |
} | |
let drawBox = null; | |
if (!!detections) { | |
drawBox = detections.map((detection, i) => { | |
let _H = detection.box.height; | |
let _W = detection.box.width; | |
let _X = detection.box._x; | |
let _Y = detection.box._y; | |
return ( | |
<div key={i}> | |
<div | |
style={{ | |
position: 'absolute', | |
border: 'solid', | |
borderColor: 'blue', | |
height: _H, | |
width: _W, | |
transform: `translate(${_X}px,${_Y}px)` | |
}} | |
> | |
{!!match && !!match[i] ? ( | |
<p | |
style={{ | |
backgroundColor: 'blue', | |
border: 'solid', | |
borderColor: 'blue', | |
width: _W, | |
marginTop: 0, | |
color: '#fff', | |
transform: `translate(-3px,${_H}px)` | |
}} | |
> | |
{match[i]._label} | |
</p> | |
) : null} | |
</div> | |
</div> | |
); | |
}); | |
} | |
return ( | |
<div | |
className="Camera" | |
style={{ | |
display: 'flex', | |
flexDirection: 'column', | |
alignItems: 'center' | |
}} | |
> | |
<p>Camera: {camera}</p> | |
<div | |
style={{ | |
width: WIDTH, | |
height: HEIGHT | |
}} | |
> | |
<div style={{ position: 'relative', width: WIDTH }}> | |
{!!videoConstraints ? ( | |
<div style={{ position: 'absolute' }}> | |
<Webcam | |
audio={false} | |
width={WIDTH} | |
height={HEIGHT} | |
ref={this.webcam} | |
screenshotFormat="image/jpeg" | |
videoConstraints={videoConstraints} | |
/> | |
</div> | |
) : null} | |
{!!drawBox ? drawBox : null} | |
</div> | |
</div> | |
</div> | |
); | |
} | |
} | |
export default withRouter(VideoInput); |
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