Commit 3b5d958f by xiaowenfeng

1、新增faceapi数据模型

2、新增了人脸识别模块
3、新增了vue-router
parent 520b7f00
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\ No newline at end of file
[{"weights":[{"name":"dense0/conv0/filters","shape":[3,3,3,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.008194216092427571,"min":-0.9423348506291708}},{"name":"dense0/conv0/bias","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.006839508168837603,"min":-0.8412595047670252}},{"name":"dense0/conv1/depthwise_filter","shape":[3,3,32,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.009194007106855804,"min":-1.2779669878529567}},{"name":"dense0/conv1/pointwise_filter","shape":[1,1,32,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0036026100317637128,"min":-0.3170296827952067}},{"name":"dense0/conv1/bias","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.000740380117706224,"min":-0.06367269012273527}},{"name":"dense0/conv2/depthwise_filter","shape":[3,3,32,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":1,"min":0}},{"name":"dense0/conv2/pointwise_filter","shape":[1,1,32,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":1,"min":0}},{"name":"dense0/conv2/bias","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0037702228508743585,"min":-0.6220867703942692}},{"name":"dense1/conv0/depthwise_filter","shape":[3,3,32,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0033707996209462483,"min":-0.421349952618281}},{"name":"dense1/conv0/pointwise_filter","shape":[1,1,32,64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.014611541991140328,"min":-1.8556658328748217}},{"name":"dense1/conv0/bias","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.002832523046755323,"min":-0.30307996600281956}},{"name":"dense1/conv1/depthwise_filter","shape":[3,3,64,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.006593170586754294,"min":-0.6329443763284123}},{"name":"dense1/conv1/pointwise_filter","shape":[1,1,64,64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.012215249211180444,"min":-1.6001976466646382}},{"name":"dense1/conv1/bias","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.002384825547536214,"min":-0.3028728445370992}},{"name":"dense1/conv2/depthwise_filter","shape":[3,3,64,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.005859645441466687,"min":-0.7617539073906693}},{"name":"dense1/conv2/pointwise_filter","shape":[1,1,64,64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.013121426806730382,"min":-1.7845140457153321}},{"name":"dense1/conv2/bias","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0032247188044529336,"min":-0.46435950784122243}},{"name":"dense2/conv0/depthwise_filter","shape":[3,3,64,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.002659512618008782,"min":-0.32977956463308894}},{"name":"dense2/conv0/pointwise_filter","shape":[1,1,64,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.015499923743453681,"min":-1.9839902391620712}},{"name":"dense2/conv0/bias","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0032450980999890497,"min":-0.522460794098237}},{"name":"dense2/conv1/depthwise_filter","shape":[3,3,128,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.005911862382701799,"min":-0.792189559282041}},{"name":"dense2/conv1/pointwise_filter","shape":[1,1,128,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.021025861478319356,"min":-2.2077154552235325}},{"name":"dense2/conv1/bias","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.00349616945958605,"min":-0.46149436866535865}},{"name":"dense2/conv2/depthwise_filter","shape":[3,3,128,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.008104994250278847,"min":-1.013124281284856}},{"name":"dense2/conv2/pointwise_filter","shape":[1,1,128,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.029337059282789044,"min":-3.5791212325002633}},{"name":"dense2/conv2/bias","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0038808938334969913,"min":-0.4230174278511721}},{"name":"fc/weights","shape":[128,136],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.014016061670639936,"min":-1.8921683255363912}},{"name":"fc/bias","shape":[136],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0029505149698724935,"min":0.088760145008564}}],"paths":["face_landmark_68_tiny_model-shard1"]}]
\ No newline at end of file
This source diff could not be displayed because it is too large. You can view the blob instead.
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\ No newline at end of file
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\ No newline at end of file
<template>
<div id="faceDetect">
<video id="inputVideo" @loadedmetadata="run"></video>
<canvas id="overlay" :width="width" :height="height" />
<canvas id="img" />
</div>
</template>
<script>
import * as faceApi from "face-api.js";
console.log("faceApi", faceApi);
export default {
data() {
return {
nets: "tinyFaceDetector", // 模型
detectFace: "detectSingleFace", // 单or多人脸
videoEl: null,
canvasEl: null,
options: null,
width: null,
height: null,
query: null
};
},
mounted() {
this.init();
},
methods: {
async init() {
await faceApi.nets[this.nets].loadFromUri(
window.location.origin + window.location.pathname + "/models"
);
this.options = new faceApi.TinyFaceDetectorOptions({
inputSize: 128, // 128 160 224 320 416 512 608
scoreThreshold: 0.5 // 0.1 ~ 0.9
});
this.videoEl = document.getElementById("inputVideo");
this.canvasEl = document.getElementById("overlay");
this.width = this.videoEl.clientWidth;
this.height = this.videoEl.clientHeight;
this.getMedia();
this.open();
console.log(this.width, ",", this.height);
},
getMedia() {
// Older browsers might not implement mediaDevices at all, so we set an empty object first
if (navigator.mediaDevices === undefined) {
navigator.mediaDevices = {};
}
// Some browsers partially implement mediaDevices. We can't just assign an object
// with getUserMedia as it would overwrite existing properties.
// Here, we will just add the getUserMedia property if it's missing.
if (navigator.mediaDevices.getUserMedia === undefined) {
navigator.mediaDevices.getUserMedia = function(constraints) {
// First get ahold of the legacy getUserMedia, if present
const getUserMedia =
navigator.webkitGetUserMedia || navigator.mozGetUserMedia;
// Some browsers just don't implement it - return a rejected promise with an error
// to keep a consistent interface
if (!getUserMedia) {
return Promise.reject(
new Error("getUserMedia is not implemented in this browser")
);
}
// Otherwise, wrap the call to the old navigator.getUserMedia with a Promise
return new Promise(function(resolve, reject) {
getUserMedia.call(navigator, constraints, resolve, reject);
});
};
}
},
open() {
let width = this.width;
let height = this.height;
console.log(width, ",", height);
navigator.mediaDevices
.getUserMedia({
audio: false,
video: { width: width, height: height }
})
.then(this.success)
.catch(this.error);
},
error(err) {
alert(`访问用户媒体设备失败!\n${err.name},${err.message}!`);
},
success(stream) {
// Older browsers may not have srcObject
console.log(this.videoEl);
this.$emit("getDevicesStatus", true);
if ("srcObject" in this.videoEl) {
this.videoEl.srcObject = stream;
} else {
// Avoid using this in new browsers, as it is going away.
this.videoEl.src = window.URL.createObjectURL(stream);
}
this.videoEl.play();
},
async run() {
// 识别绘制人脸信息
const result = await faceApi[this.detectFace](this.videoEl, this.options);
if (result && !this.videoEl.paused) {
const dims = faceApi.matchDimensions(this.canvasEl, this.videoEl, true);
const resizeResults = faceApi.resizeResults(result, dims);
faceApi.draw.drawDetections(this.canvasEl, resizeResults);
} else {
this.canvasEl.getContext("2d").clearRect(0, 0, this.width, this.height);
}
this.timeout = setTimeout(() => {
window.clearTimeout(this.timeout);
this.run();
}, 100);
},
drawImage() {
let canvasImg = document.getElementById("img");
canvasImg.width = this.width;
canvasImg.height = this.height;
canvasImg
.getContext("2d")
.drawImage(this.videoEl, 0, 0, this.width, this.height);
let dataUrl = canvasImg.toDataURL("image/jpeg");
return dataUrl;
}
}
};
</script>
<style lang="scss" scoped>
#faceDetect {
font-family: Avenir, Helvetica, Arial, sans-serif;
-webkit-font-smoothing: antialiased;
-moz-osx-font-smoothing: grayscale;
background: #ccc;
color: #2c3e50;
position: relative;
width: 100%;
height: 100%;
font-size: 0;
#inputVideo {
width: 100%;
height: 100%;
}
#overlay {
position: absolute;
width: 100%;
height: 100%;
top: 0;
left: 50%;
transform: translateX(-50%);
}
#img {
display: none;
}
}
#nav {
padding: 30px;
a {
font-weight: bold;
color: #2c3e50;
&.router-link-exact-active {
color: #42b983;
}
}
}
</style>
<template>
<div class="tinyFaceDetector-box">
<div class="face-box">
<div class="detector-box">
<tinyFaceDetector
ref="tinyFaceDetector"
v-show="!dataUrl"
@getDevicesStatus="getDevicesStatus"
></tinyFaceDetector>
<img :src="dataUrl" alt="img" v-show="dataUrl" />
</div>
<h4 v-show="faceDetectionCurrentStatuss === faceDetectionStatuss.unReady">
正在打开设备
</h4>
<h4 v-show="faceDetectionCurrentStatuss === faceDetectionStatuss.ready">
即将人脸识别({{ time }}
</h4>
<h4 v-show="faceDetectionCurrentStatuss === faceDetectionStatuss.start">
正在人脸识别···
</h4>
<h4
v-show="faceDetectionCurrentStatuss === faceDetectionStatuss.fail"
:class="time === 0 ? 'active' : 'fail'"
@click="restart"
>
{{
time === 0
? "重新识别"
: resultCode === null
? "识别失败(" + time + ")"
: resultCode + "(" + time + ")"
}}
</h4>
<h4
v-show="faceDetectionCurrentStatuss === faceDetectionStatuss.success"
class="success"
>
识别成功,即将跳转({{ time }}
</h4>
</div>
</div>
</template>
<script>
import TinyFaceDetector from "../components/TinyFaceDetector";
import $ from "jquery";
export default {
data() {
return {
time: 5,
interval: null,
dataUrl: null,
devicesStatus: false,
timeDefualt: 5,
faceDetectionCurrentStatuss: "unReady",
resultCode: null,
faceDetectionStatuss: {
unReady: "unReady",
ready: "ready",
start: "start",
fail: "fail",
success: "success",
end: "end"
}
};
},
components: {
tinyFaceDetector: TinyFaceDetector
},
mounted() {
let query = this.$route.query;
this.query = query;
this.time = this.timeDefualt;
console.log(query);
},
watch: {
faceDetectionCurrentStatuss(newVal) {
if (this.faceDetectionStatuss.ready === newVal) {
this.start();
} else if (this.faceDetectionStatuss.fail === newVal) {
this.fail();
}
}
},
methods: {
start() {
this.interval = setInterval(() => {
if (this.time <= 0) {
window.clearInterval(this.interval);
const dataUrl = this.$refs.tinyFaceDetector.drawImage();
if (dataUrl) {
this.faceDetectionCurrentStatuss = this.faceDetectionStatuss.start;
this.dataUrl = dataUrl;
this.upload(dataUrl);
}
} else {
this.time -= 1;
}
}, 1000);
},
fail() {
this.time = this.timeDefualt;
this.interval = setInterval(() => {
if (this.time <= 0) {
window.clearInterval(this.interval);
} else {
this.time -= 1;
}
}, 1000);
},
success() {
this.faceDetectionCurrentStatuss = this.faceDetectionStatuss.success;
this.time = this.timeDefualt;
window.clearInterval(this.interval);
this.interval = setInterval(() => {
if (this.time <= 0) {
let hash = window.location.hash;
let strArr = hash.split("from=");
window.location.href = decodeURIComponent(strArr[strArr.length - 1]);
} else {
this.time -= 1;
}
}, 1000);
},
restart() {
if (this.time === 0) {
window.clearInterval(this.interval);
this.dataUrl = null;
this.time = this.timeDefualt;
this.faceDetectionCurrentStatuss = this.faceDetectionStatuss.ready;
}
},
async upload(filedata) {
let u8Image = this.b64ToUint8Array(filedata);
let file = new Blob([u8Image], { type: "image/jpg" });
let formData = new FormData();
formData.append("examId", "1000241");
formData.append("file", file);
await $.ajax({
type: "post",
url: "/faceDetect.up",
data: formData,
dataType: "json",
async: true,
processData: false,
contentType: false,
success: data => {
console.log(data);
if (data.code === "0") {
this.success();
} else {
this.faceDetectionCurrentStatuss = this.faceDetectionStatuss.fail;
this.resultCode = data.msg ? data.msg : data.errorMsg;
}
},
error: err => {
this.faceDetectionCurrentStatuss = this.faceDetectionStatuss.fail;
console.log("err:", err);
}
});
},
b64ToUint8Array(b64Image) {
var img = atob(b64Image.split(",")[1]);
var img_buffer = [];
var i = 0;
while (i < img.length) {
img_buffer.push(img.charCodeAt(i));
i++;
}
return new Uint8Array(img_buffer);
},
getDevicesStatus(status) {
if (
status === true &&
this.faceDetectionCurrentStatuss === this.faceDetectionStatuss.unReady
) {
this.devicesStatus = true;
this.faceDetectionCurrentStatuss = this.faceDetectionStatuss.ready;
} else if (status === false) {
this.devicesStatus = false;
this.faceDetectionCurrentStatuss = this.faceDetectionStatuss.unReady;
}
console.log("status:", status);
}
}
};
</script>
<style lang="scss" scoped>
.tinyFaceDetector-box {
width: 100vw;
height: 100vh;
text-align: center;
background: #fafafa;
.face-box {
height: 500px;
position: absolute;
top: 50%;
left: 50%;
transform: translate(-50%, -50%);
.detector-box {
width: 400px;
display: inline-block;
}
h4 {
height: 40px;
line-height: 40px;
background: #ccc;
color: #fff;
font-size: 14px;
border-radius: 5px;
}
.active {
background: #55a7fa;
&:hover {
background: #3296fa;
cursor: pointer;
}
}
.fail {
background: red;
}
.success {
background: #0dbe07;
}
}
}
</style>
<template>
<div class="tinyFaceDetector-box">
<div class="face-box">
<div class="detector-box">
<tinyFaceDetector
ref="tinyFaceDetector"
v-show="!dataUrl"
@getDevicesStatus="getDevicesStatus"
></tinyFaceDetector>
<img :src="dataUrl" alt="img" v-show="dataUrl" />
</div>
<h4 v-show="faceDetectionCurrentStatuss === faceDetectionStatuss.unReady">
正在打开设备
</h4>
<h4 v-show="faceDetectionCurrentStatuss === faceDetectionStatuss.ready">
即将人脸拍照({{ time }}
</h4>
<h4 v-show="faceDetectionCurrentStatuss === faceDetectionStatuss.start">
正在人脸登记···
</h4>
<h4
v-show="faceDetectionCurrentStatuss === faceDetectionStatuss.fail"
:class="time === 0 ? 'active' : 'fail'"
@click="restart"
>
{{
time === 0
? "重新拍照"
: resultCode === null
? "登记失败(" + time + ")"
: resultCode + "(" + time + ")"
}}
</h4>
<h4
v-show="faceDetectionCurrentStatuss === faceDetectionStatuss.success"
class="success"
>
登记成功,即将关闭页面({{ time }}
</h4>
</div>
</div>
</template>
<script>
import TinyFaceDetector from "../components/TinyFaceDetector";
import $ from "jquery";
export default {
data() {
return {
time: 5,
interval: null,
dataUrl: null,
devicesStatus: false,
timeDefualt: 5,
faceDetectionCurrentStatuss: "unReady",
resultCode: null,
faceDetectionStatuss: {
unReady: "unReady",
ready: "ready",
start: "start",
fail: "fail",
success: "success",
end: "end"
}
};
},
components: {
tinyFaceDetector: TinyFaceDetector
},
mounted() {
let query = this.$route.query;
this.query = query;
this.time = this.timeDefualt;
console.log(query);
},
watch: {
faceDetectionCurrentStatuss(newVal) {
if (this.faceDetectionStatuss.ready === newVal) {
this.start();
} else if (this.faceDetectionStatuss.fail === newVal) {
this.fail();
}
}
},
methods: {
start() {
this.interval = setInterval(() => {
if (this.time <= 0) {
window.clearInterval(this.interval);
const dataUrl = this.$refs.tinyFaceDetector.drawImage();
if (dataUrl) {
this.faceDetectionCurrentStatuss = this.faceDetectionStatuss.start;
this.dataUrl = dataUrl;
this.upload(dataUrl);
}
} else {
this.time -= 1;
}
}, 1000);
},
fail() {
this.time = this.timeDefualt;
this.interval = setInterval(() => {
if (this.time <= 0) {
window.clearInterval(this.interval);
} else {
this.time -= 1;
}
}, 1000);
},
restart() {
if (this.time === 0) {
window.clearInterval(this.interval);
this.dataUrl = null;
this.time = this.timeDefualt;
this.faceDetectionCurrentStatuss = this.faceDetectionStatuss.ready;
}
},
success() {
this.faceDetectionCurrentStatuss = this.faceDetectionStatuss.success;
this.time = this.timeDefualt;
window.clearInterval(this.interval);
this.interval = setInterval(() => {
if (this.time <= 0) {
window.opener = null;
window.open("", "_self");
window.close();
} else {
this.time -= 1;
}
}, 1000);
},
async upload(filedata) {
let u8Image = this.b64ToUint8Array(filedata);
let file = new Blob([u8Image], { type: "image/jpg" });
let formData = new FormData();
formData.append("file", file);
await $.ajax({
type: "post",
url: "/face.up",
data: formData,
dataType: "json",
async: false,
processData: false,
contentType: false,
success: data => {
console.log(data);
if (data.code === "0") {
this.success();
} else {
this.faceDetectionCurrentStatuss = this.faceDetectionStatuss.fail;
this.resultCode = data.msg;
}
},
error: err => {
this.faceDetectionCurrentStatuss = this.faceDetectionStatuss.fail;
console.log("err:", err);
}
});
},
b64ToUint8Array(b64Image) {
var img = atob(b64Image.split(",")[1]);
var img_buffer = [];
var i = 0;
while (i < img.length) {
img_buffer.push(img.charCodeAt(i));
i++;
}
return new Uint8Array(img_buffer);
},
getDevicesStatus(status) {
if (
status === true &&
this.faceDetectionCurrentStatuss === this.faceDetectionStatuss.unReady
) {
this.devicesStatus = true;
this.faceDetectionCurrentStatuss = this.faceDetectionStatuss.ready;
} else if (status === false) {
this.devicesStatus = false;
this.faceDetectionCurrentStatuss = this.faceDetectionStatuss.unReady;
}
console.log("status:", status);
}
}
};
</script>
<style lang="scss" scoped>
.tinyFaceDetector-box {
width: 100vw;
height: 100vh;
text-align: center;
background: #fafafa;
.face-box {
height: 500px;
position: absolute;
top: 50%;
left: 50%;
transform: translate(-50%, -50%);
.detector-box {
width: 400px;
display: inline-block;
}
h4 {
height: 40px;
line-height: 40px;
background: #ccc;
color: #fff;
font-size: 12px;
border-radius: 5px;
}
.active {
background: #55a7fa;
&:hover {
background: #3296fa;
cursor: pointer;
}
}
.fail {
background: red;
}
.success {
background: #0dbe07;
}
}
}
</style>
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