Tracking.js 学习笔记

2017-10-12  本文已影响0人  Gavinjou大笨象

这两天莫名其妙想了解一下和人脸识别相关的技术方案然,然后想撘一个与前端交互的人脸识别系统,然后遇到了一个比较牛逼的前端插件,反正也是比较闲了,可以先学习一下,或许将来会有用啊。

一,材料准备

tracking.js

二,学习笔记

step 1

下载完成后我们可以在example文件夹下面创建一个 first_tracking.html 文件并写入下面代码

<!doctype html>
<html>
<head>
  <meta charset="utf-8">
  <title>tracking.js - first tracking</title>
  <script src="../build/tracking-min.js"></script>
</head>
<body>
  <script>
  // Start tracking here...
  </script>
</body>
</html>

step 2

尝试第一个功能ColorTracker,颜色追踪。

<!doctype html>
<html>
<head>
  <meta charset="utf-8">
  <title>tracking.js - first tracking</title>
  <script src="../build/tracking-min.js"></script>
</head>
<body>

<div>
  <video id="myVideo" width="640" height="480" preload autoplay loop muted></video>

  <script type="text/javascript">

   //不使用下面代码有可能无法打开Chrome摄像头
    navigator.getUserMedia  = navigator.getUserMedia ||
      navigator.webkitGetUserMedia ||
      navigator.mozGetUserMedia ||
      navigator.msGetUserMedia;
    navigator.getUserMedia({video:true}, gotStream, noStream);

    function gotStream(stream) {
      myVideo.src = URL.createObjectURL(stream);
      myVideo.onerror = function () {
        stream.stop();
      };
      stream.onended = noStream;
      myVideo.onloadedmetadata = function () {
        alert('摄像头成功打开!');
      };
    }

    function noStream(err)
    {
      alert(err);
    }
  
    //  模板代码
    var colors = new tracking.ColorTracker(['magenta', 'cyan', 'yellow']);
    colors.on('track', function(event)
    {
      if (event.data.length === 0)
      {
        // No colors were detected in this frame.
      }
      else
      {
        event.data.forEach(function(rect)
        {
          console.log(rect.x, rect.y, rect.height, rect.width, rect.color);
        });
      }
    });

    tracking.track('#myVideo', colors);
  </script>
</div>

</body>
</html>
效果图

step 3

ColorTracker 只有默认的3中颜色追踪(magenta,cyan,yellow),如果想追踪自己设定的颜色,则需要在ColorTracker当中进行注册,主要是利用(r,g,b)来注册颜色,例如绿色(0,255,0)。主要使用下面代码

tracking.ColorTracker.registerColor('green', function(r, g, b) {
  if (r < 50 && g > 200 && b < 50) {
    return true;
  }
  return false;
});

完整代码

<!doctype html>
<html>
<head>
  <meta charset="utf-8">
  <title>tracking.js - first tracking</title>
  <script src="../build/tracking-min.js"></script>
</head>
<body>

<div>
  <video id="myVideo" width="640" height="480" preload autoplay loop muted></video>

  <script type="text/javascript">


    navigator.getUserMedia  = navigator.getUserMedia ||
      navigator.webkitGetUserMedia ||
      navigator.mozGetUserMedia ||
      navigator.msGetUserMedia;
    navigator.getUserMedia({video:true}, gotStream, noStream);

    function gotStream(stream) {
      myVideo.src = URL.createObjectURL(stream);
      myVideo.onerror = function () {
        stream.stop();
      };
      stream.onended = noStream;
      myVideo.onloadedmetadata = function () {
        alert('摄像头成功打开!');
      };
    }

    function noStream(err)
    {
      alert(err);
    }
  
    // 先注册颜色
    tracking.ColorTracker.registerColor('green', function(r, g, b) {
      if (r < 50 && g > 200 && b < 50) {
        return true;
      }
      return false;
    });
   
    // 调用注册颜色
    var colors = new tracking.ColorTracker(['magenta', 'cyan', 'yellow','green']);
    colors.on('track', function(event)
    {
      if (event.data.length === 0)
      {
        // No colors were detected in this frame.
      }
      else
      {
        event.data.forEach(function(rect)
        {
          console.log(rect.x, rect.y, rect.height, rect.width, rect.color);
        });
      }
    });



    tracking.track('#myVideo', colors);

  </script>
</div>

</body>
</html>

效果图

这是参考官网例子的自动跟踪颜色版本

<!doctype html>
<html>
<head>
  <meta charset="utf-8">
  <title>tracking.js - first tracking</title>

  <script src="../build/tracking-min.js"></script>

  <style>
    .rect {
      width: 80px;
      height: 80px;
      position: absolute;
      left: -1000px;
      top: -1000px;
    }
  </style>

</head>
<body>

<div>
  <div class="demo-container" id="demo-container">
    <video id="myVideo" width="640" height="480" preload autoplay loop muted></video>
  </div>
  <script type="text/javascript">


    navigator.getUserMedia  = navigator.getUserMedia ||
      navigator.webkitGetUserMedia ||
      navigator.mozGetUserMedia ||
      navigator.msGetUserMedia;
    navigator.getUserMedia({video:true}, gotStream, noStream);

    function gotStream(stream) {
      myVideo.src = URL.createObjectURL(stream);
      myVideo.onerror = function () {
        stream.stop();
      };
      stream.onended = noStream;
      myVideo.onloadedmetadata = function () {
        alert('摄像头成功打开!');
      };
    }

    function noStream(err)
    {
      alert(err);
    }

    tracking.ColorTracker.registerColor('green', function(r, g, b) {
      if (r < 200 && g > 200 && b < 200) {
        return true;
      }
      return false;
    });

    var rect = undefined;
    var colors = new tracking.ColorTracker(['magenta', 'cyan', 'yellow','green']);
    colors.on('track', function(event)
    {
      if (event.data.length === 0)
      {
        // No colors were detected in this frame.
      }
      else
      {
        event.data.forEach(function(rect)
        {
          //如果rect不是undefined 代表有东西,则代表有框框,则可以删除
          if(rect != undefined)
          {
            var elements = document.getElementsByClassName('rect');
            while(elements.length > 0)
            {
              elements[0].parentNode.removeChild(elements[0]);
            }
          }
          window.plot(rect.x, rect.y, rect.width, rect.height, rect.color);
        });
      }
    });

    // 删除框框
    window.plot = function(x, y, w, h, color)
    {
      rect = document.createElement('div');
      document.querySelector('.demo-container').appendChild(rect);
      rect.classList.add('rect');
      rect.style.border = '2px solid ' + color;
      rect.style.width = w + 'px';
      rect.style.height = h + 'px';
      rect.style.left = (myVideo.offsetLeft + x) + 'px';
      rect.style.top = (myVideo.offsetTop + y) + 'px';
    };


    tracking.track('#myVideo', colors);


  </script>


</div>


</body>
</html>

效果图

step 4

Object Tracker 是经过训练的一系统物体追踪库,同样好像使用Color Tracker的套路,通过初始化‘track’,注册‘track’,开启‘track’,即可对眼睛,人脸,嘴巴等进行识别,不过个人感觉准确率其实不是特别的高,侦测范围还是比较小,受环境影响有点大。

<!doctype html>
<html>
<head>
  <meta charset="utf-8">
  <title>tracking.js - first tracking</title>

  <script src="../build/tracking.js"></script>
  <script src="../build/data/face.js"></script>
  <script src="../build/data/eye.js"></script>
  <script src="../build/data/mouth.js"></script>

  <style>
    .rect {
      width: 80px;
      height: 80px;
      position: absolute;
      left: -1000px;
      top: -1000px;
    }
  </style>

</head>
<body>

<div>
  <div class="demo-container" id="demo-container">
    <video id="myVideo" width="320" height="240" preload autoplay loop muted style="position: absolute"></video>
    <canvas id="canvas" width="320" height="240" style="position: absolute" ></canvas>
  </div>
  <script type="text/javascript">

    //激活摄像头
    navigator.getUserMedia  = navigator.getUserMedia ||
      navigator.webkitGetUserMedia ||
      navigator.mozGetUserMedia ||
      navigator.msGetUserMedia;
    navigator.getUserMedia({video:true}, gotStream, noStream);

    function gotStream(stream) {
      myVideo.src = URL.createObjectURL(stream);
      myVideo.onerror = function () {
        stream.stop();
      };
      stream.onended = noStream;
      myVideo.onloadedmetadata = function () {
        alert('摄像头成功打开!');
      };
    }

    function noStream(err)
    {
      alert(err);
    }

    //获取画布
    var canvas = document.getElementById('canvas');
    var context = canvas.getContext('2d');
    //检测人脸
    var objects = new tracking.ObjectTracker(['face']);

    objects.on('track',function (event)
    {
        context.clearRect(0, 0, canvas.width, canvas.height);

        if(event.data.length  === 0)
        {

        }
        else
        {
           event.data.forEach(function(rect)
           {
            //在图中画框框
             context.strokeStyle = '#a64ceb';
             context.strokeRect(rect.x, rect.y, rect.width, rect.height);
             context.font = '11px Helvetica';
             context.fillStyle = "#fff";
             context.fillText('x: ' + rect.x + 'px', rect.x + rect.width + 5, rect.y + 11);
             context.fillText('y: ' + rect.y + 'px', rect.x + rect.width + 5, rect.y + 22);

           });
        }

    });

    //激活
    tracking.track('#myVideo', objects);

  </script>


</div>


</body>
</html>

效果图

除此之外,Tracking.js 还提供了特征的自训练接口,通过自训练,一样可以使用用户自己的侦查,通过配合Tracking.js 的强大接口,我想越来越多的计算将一点点的搬到前端去了,实在强大啊。更多摸索自己可以查看下tracking官网和一些大牛的博客吧。这只是几个简单的实验罢了,挺有趣,以后再深入研究这个东西。

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