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浅谈OCR之Tesseract

时间:2014-11-06 16:45:50      阅读:307      评论:0      收藏:0      [点我收藏+]

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光学字符识别(OCR,Optical Character Recognition)是指对文本资料进行扫描,然后对图像文件进行分析处理,获取文字及版面信息的过程。OCR技术非常专业,一般多是印刷、打印行业的从业人员使用,可以快速的将纸质资料转换为电子资料。关于中文OCR,目前国内水平较高的有清华文通、汉王、尚书,其产品各有千秋,价格不菲。国外OCR发展较早,像一些大公司,如IBM、微软、HP等,即使没有推出单独的OCR产品,但是他们的研发团队早已掌握核心技术,将OCR功能植入了自身的软件系统。对于我们程序员来说,一般用不到那么高级的,主要在开发中能够集成基本的OCR功能就可以了。这两天我查找了很多免费OCR软件、类库,特地整理一下,今天首先来谈谈Tesseract,下一次将讨论下Onenote 2010中的OCR API实现。可以在这里查看OCR技术的发展简史。

测试代码下载

转载出处:http://www.cnblogs.com/brooks-dotnet/archive/2010/10/05/1844203.html 

 


1、Tesseract概述

Tesseract的OCR引擎最先由HP实验室于1985年开始研发,至1995年时已经成为OCR业内最准确的三款识别引擎之一。然而,HP不久便决定放弃OCR业务,Tesseract也从此尘封。

数年以后,HP意识到,与其将Tesseract束之高阁,不如贡献给开源软件业,让其重焕新生--2005年,Tesseract由美国内华达州信息技术研究所获得,并求诸于Google对Tesseract进行改进、消除Bug、优化工作。

Tesseract目前已作为开源项目发布在Google Project,其项目主页在这里查看,其最新版本3.0已经支持中文OCR,并提供了一个命令行工具。本次我们来测试一下Tesseract 3.0,由于命令行对最终用户不太友好,我用WPF简单封装了一下,就可以方便的进行中文OCR了。 

 1.1、首先到Tesseract项目主页下载命令行工具、源代码、中文语言包:bubuko.com,布布扣

 1.2、命令行工具解压缩后如下(不含1.jpg、1.txt):

bubuko.com,布布扣

 1.3、为了进行中文OCR,将简体中文语言包复制到【tessdata】目录下:

bubuko.com,布布扣

 1.4、在DOS下切换到Tesseract的命令行目录,查看一下tesseract.exe的命令格式:

bubuko.com,布布扣 

Imagename为待OCR的图片,outputbase为OCR后的输出文件,默认是文本文件(.txt),lang为使用的语言包,configfile为配置文件。

 1.5、下面来测试一下,准备一张jpg格式的图片,这里我是放到了和Tesseract同一个目录中:

bubuko.com,布布扣

 输入:tesseract.exe 1.jpg 1 -l chi_sim,然后回车,几秒钟就OCR完成了:

这里注意命令的格式:imagename要加上扩展名.jpg,输出文件和语言包不需要加扩展名。

bubuko.com,布布扣

 OCR结果:

bubuko.com,布布扣

 可以看到结果不是很理想,中文识别还说的过去,但是英文、数字大都乱码。不过作为老牌的OCR引擎,能做到这种程度已经相当不错了,期待Google的后续升级吧,支持一下。

 


2、使用WPF封装Tesseract命令行

2.1、鉴于命令行书写容易出错,且对最终用户很不友好,我做了一个简单的WPF小程序,将Tesseract的命令行封装了一下:

bubuko.com,布布扣

 左边选择图片、预览,右边选择输出目录,显示OCR结果,支持本地及网络图片的预览。

2.2、为了使得图片预览支持缩放、移动,原本打算使用微软的Zoom It API,可惜不支持WPF,于是使用了一个第三方的类: 

bubuko.com,布布扣
  1 图片缩放、移动工具类Code highlighting produced by Actipro CodeHighlighter (freeware)http://www.CodeHighlighter.com/-->using System;
  2 using System.Windows.Controls;
  3 using System.Windows.Input;
  4 using System.Windows.Media.Animation;
  5 using System.Windows;
  6 using System.Windows.Media;
  7 
  8 namespace PanAndZoom
  9 {
 10     public class PanAndZoomViewer : ContentControl
 11     {
 12         public double DefaultZoomFactor { get; set; }
 13         private FrameworkElement source;
 14         private Point ScreenStartPoint = new Point(0, 0);
 15         private TranslateTransform translateTransform;
 16         private ScaleTransform zoomTransform;
 17         private TransformGroup transformGroup;
 18         private Point startOffset;
 19 
 20         public PanAndZoomViewer()
 21         {
 22             this.DefaultZoomFactor = 1.4;
 23         }
 24 
 25         public override void OnApplyTemplate()
 26         {
 27             base.OnApplyTemplate();
 28             Setup(this);
 29         }
 30 
 31         void Setup(FrameworkElement control)
 32         {
 33             this.source = VisualTreeHelper.GetChild(this, 0) as FrameworkElement;
 34 
 35             this.translateTransform = new TranslateTransform();
 36             this.zoomTransform = new ScaleTransform();
 37             this.transformGroup = new TransformGroup();
 38             this.transformGroup.Children.Add(this.zoomTransform);
 39             this.transformGroup.Children.Add(this.translateTransform);
 40             this.source.RenderTransform = this.transformGroup;
 41             this.Focusable = true;
 42             this.KeyDown += new KeyEventHandler(source_KeyDown);
 43             this.MouseMove += new MouseEventHandler(control_MouseMove);
 44             this.MouseDown += new MouseButtonEventHandler(source_MouseDown);
 45             this.MouseUp += new MouseButtonEventHandler(source_MouseUp);
 46             this.MouseWheel += new MouseWheelEventHandler(source_MouseWheel);
 47         }
 48 
 49         void source_KeyDown(object sender, KeyEventArgs e)
 50         {
 51             // hit escape to reset everything
 52             if (e.Key == Key.Escape) Reset();
 53         }
 54 
 55         void source_MouseWheel(object sender, MouseWheelEventArgs e)
 56         {
 57             // zoom into the content.  Calculate the zoom factor based on the direction of the mouse wheel.
 58             double zoomFactor = this.DefaultZoomFactor;
 59             if (e.Delta <= 0) zoomFactor = 1.0 / this.DefaultZoomFactor;
 60             // DoZoom requires both the logical and physical location of the mouse pointer
 61             var physicalPoint = e.GetPosition(this);
 62             DoZoom(zoomFactor, this.transformGroup.Inverse.Transform(physicalPoint), physicalPoint);
 63 
 64         }
 65 
 66         void source_MouseUp(object sender, MouseButtonEventArgs e)
 67         {
 68             if (this.IsMouseCaptured)
 69             {
 70                 // we‘re done.  reset the cursor and release the mouse pointer
 71                 this.Cursor = Cursors.Arrow;
 72                 this.ReleaseMouseCapture();
 73             }
 74         }
 75 
 76         void source_MouseDown(object sender, MouseButtonEventArgs e)
 77         {
 78             // Save starting point, used later when determining how much to scroll.
 79             this.ScreenStartPoint = e.GetPosition(this);
 80             this.startOffset = new Point(this.translateTransform.X, this.translateTransform.Y);
 81             this.CaptureMouse();
 82             this.Cursor = Cursors.ScrollAll;
 83         }
 84 
 85 
 86         void control_MouseMove(object sender, MouseEventArgs e)
 87         {
 88             if (this.IsMouseCaptured)
 89             {
 90                 // if the mouse is captured then move the content by changing the translate transform.  
 91                 // use the Pan Animation to animate to the new location based on the delta between the 
 92                 // starting point of the mouse and the current point.
 93                 var physicalPoint = e.GetPosition(this);
 94                 this.translateTransform.BeginAnimation(TranslateTransform.XProperty, CreatePanAnimation(physicalPoint.X - this.ScreenStartPoint.X + this.startOffset.X), HandoffBehavior.Compose);
 95                 this.translateTransform.BeginAnimation(TranslateTransform.YProperty, CreatePanAnimation(physicalPoint.Y - this.ScreenStartPoint.Y + this.startOffset.Y), HandoffBehavior.Compose);
 96             }
 97         }
 98 
 99 
100         /// <summary>Helper to create the panning animation for x,y coordinates.</summary>
101         /// <param name="toValue">New value of the coordinate.</param>
102         /// <returns>Double animation</returns>
103         private DoubleAnimation CreatePanAnimation(double toValue)
104         {
105             var da = new DoubleAnimation(toValue, new Duration(TimeSpan.FromMilliseconds(300)));
106             da.AccelerationRatio = 0.1;
107             da.DecelerationRatio = 0.9;
108             da.FillBehavior = FillBehavior.HoldEnd;
109             da.Freeze();
110             return da;
111         }
112 
113 
114         /// <summary>Helper to create the zoom double animation for scaling.</summary>
115         /// <param name="toValue">Value to animate to.</param>
116         /// <returns>Double animation.</returns>
117         private DoubleAnimation CreateZoomAnimation(double toValue)
118         {
119             var da = new DoubleAnimation(toValue, new Duration(TimeSpan.FromMilliseconds(500)));
120             da.AccelerationRatio = 0.1;
121             da.DecelerationRatio = 0.9;
122             da.FillBehavior = FillBehavior.HoldEnd;
123             da.Freeze();
124             return da;
125         }
126 
127         /// <summary>Zoom into or out of the content.</summary>
128         /// <param name="deltaZoom">Factor to mutliply the zoom level by. </param>
129         /// <param name="mousePosition">Logical mouse position relative to the original content.</param>
130         /// <param name="physicalPosition">Actual mouse position on the screen (relative to the parent window)</param>
131         public void DoZoom(double deltaZoom, Point mousePosition, Point physicalPosition)
132         {
133             double currentZoom = this.zoomTransform.ScaleX;
134             currentZoom *= deltaZoom;
135             this.translateTransform.BeginAnimation(TranslateTransform.XProperty, CreateZoomAnimation(-1 * (mousePosition.X * currentZoom - physicalPosition.X)));
136             this.translateTransform.BeginAnimation(TranslateTransform.YProperty, CreateZoomAnimation(-1 * (mousePosition.Y * currentZoom - physicalPosition.Y)));
137             this.zoomTransform.BeginAnimation(ScaleTransform.ScaleXProperty, CreateZoomAnimation(currentZoom));
138             this.zoomTransform.BeginAnimation(ScaleTransform.ScaleYProperty, CreateZoomAnimation(currentZoom));
139         }
140 
141         /// <summary>Reset to default zoom level and centered content.</summary>
142         public void Reset()
143         {
144             this.translateTransform.BeginAnimation(TranslateTransform.XProperty, CreateZoomAnimation(0));
145             this.translateTransform.BeginAnimation(TranslateTransform.YProperty, CreateZoomAnimation(0));
146             this.zoomTransform.BeginAnimation(ScaleTransform.ScaleXProperty, CreateZoomAnimation(1));
147             this.zoomTransform.BeginAnimation(ScaleTransform.ScaleYProperty, CreateZoomAnimation(1));
148         }
149     }
150 }
图片缩放、移动工具类

2.3、除了使用鼠标。还可以使用滚动条调节图片预览效果:   

bubuko.com,布布扣
 1 数据绑定Code highlighting produced by Actipro CodeHighlighter (freeware)http://www.CodeHighlighter.com/-->            <WrapPanel Grid.Row="2" Grid.Column="0">
 2                 <Label Name="lab长度" Content="长度:" Margin="3" />
 3                 <Slider Name="sl长度" MinWidth="50" Margin="3" VerticalAlignment="Center" Maximum="400" Value="{Binding ElementName=img图片, Path=Width, Mode=TwoWay}" />
 4 
 5                 <Label Name="lab宽度" Content="宽度:" Margin="3" />
 6                 <Slider Name="sl宽度" MinWidth="50" Margin="3" VerticalAlignment="Center" Maximum="400" Value="{Binding ElementName=img图片, Path=Height, Mode=TwoWay}" />
 7 
 8                 <Label Name="lab透明度" Content="透明度:" Margin="3" />
 9                 <Slider Name="sl透明度" MinWidth="50" Margin="3" VerticalAlignment="Center" Maximum="1" Value="{Binding ElementName=img图片, Path=Opacity, Mode=TwoWay}" />
10 
11                 <Label Name="lab拉伸方式" Content="拉伸方式:" Margin="3" />
12                 <ComboBox Name="txt拉伸方式" Margin="3" MinWidth="85">
13                     <ComboBoxItem Content="Fill" />
14                     <ComboBoxItem Content="None" IsSelected="True" />
15                     <ComboBoxItem Content="Uniform" />
16                     <ComboBoxItem Content="UniformToFill" />
17                 </ComboBox>
18             </WrapPanel>
19 
20             <local:PanAndZoomViewer Grid.Row="3" Grid.Column="0" Height="300" Margin="3">
21                 <Image Name="img图片" Stretch="{Binding ElementName=txt拉伸方式, Path=Text, Mode=TwoWay}" />
22             </local:PanAndZoomViewer>
数据绑定

2.4、由于Tesseract命令行不支持直接OCR网络图片,故先下载:  

bubuko.com,布布扣
 1 图片下载Code highlighting produced by Actipro CodeHighlighter (freeware)http://www.CodeHighlighter.com/-->        private void fnStartDownload(string v_strImgPath, string v_strOutputDir, out string v_strTmpPath)
 2         {
 3             int n = v_strImgPath.LastIndexOf(/);
 4             string URLAddress = v_strImgPath.Substring(0, n);
 5             string fileName = v_strImgPath.Substring(n + 1, v_strImgPath.Length - n - 1);
 6             this.__OutputFileName = v_strOutputDir + "\\" + fileName.Substring(0, fileName.LastIndexOf("."));
 7 
 8             if (!Directory.Exists(System.Configuration.ConfigurationManager.AppSettings["tmpPath"]))
 9             {
10                 Directory.CreateDirectory(System.Configuration.ConfigurationManager.AppSettings["tmpPath"]);
11             }
12 
13             string Dir = System.Configuration.ConfigurationManager.AppSettings["tmpPath"];
14             v_strTmpPath = Dir + "\\" + fileName;
15 
16             WebRequest myre = WebRequest.Create(URLAddress);
17             client.DownloadFile(v_strImgPath, v_strTmpPath);
18 
19 
20             //Stream str = client.OpenRead(v_strImgPath);
21             //StreamReader reader = new StreamReader(str);
22             //byte[] mbyte = new byte[Int32.Parse(System.Configuration.ConfigurationManager.AppSettings["MaxDownloadImgLength"])];
23             //int allmybyte = (int)mbyte.Length;
24             //int startmbyte = 0;
25             //while (allmybyte > 0)
26             //{
27             //    int m = str.Read(mbyte, startmbyte, allmybyte);
28             //    if (m == 0)
29             //    {
30             //        break;
31             //    }
32 
33             //    startmbyte += m;
34             //    allmybyte -= m;
35             //}
36 
37             //FileStream fstr = new FileStream(v_strTmpPath, FileMode.Create, FileAccess.Write);
38             //fstr.Write(mbyte, 0, startmbyte);
39             //str.Close();
40             //fstr.Close();
41         }
图片下载

2.5、使用Process来调用Tesseract命令行:  

bubuko.com,布布扣
 1 调用Tesseract命令行Code highlighting produced by Actipro CodeHighlighter (freeware)http://www.CodeHighlighter.com/-->        private void fnOCR(string v_strTesseractPath, string v_strSourceImgPath, string v_strOutputPath, string v_strLangPath)
 2         {
 3             using (Process process = new System.Diagnostics.Process())
 4             {
 5                 process.StartInfo.FileName = v_strTesseractPath;
 6                 process.StartInfo.Arguments = v_strSourceImgPath + " " + v_strOutputPath + " -l " + v_strLangPath;
 7                 process.StartInfo.UseShellExecute = false;
 8                 process.StartInfo.CreateNoWindow = true;
 9                 process.StartInfo.RedirectStandardOutput = true;
10                 process.Start();
11                 process.WaitForExit();
12             }
13         }
调用Tesseract命令行

2.6、测试本地图片:

bubuko.com,布布扣

 2.7、测试网络图片:

bubuko.com,布布扣

 

小结:

本次我们简单讨论了下Tesseract的用法,作为一款开源、免费的OCR引擎,能够支持中文十分难得。虽然其识别效果不是很理想,但是对于要求不高的中小型项目来说,已经足够用了。这里有一份免费OCR工具列表,感兴趣的朋友可以研究一下。下一次将测试一下Onenote 2010中OCR功能,以及如何调用其API,为项目所用。

浅谈OCR之Tesseract

标签:style   blog   http   io   color   ar   os   使用   for   

原文地址:http://www.cnblogs.com/shiddong/p/4079023.html

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