浅谈OCR之Onenote 2010

时间:2021-09-12 18:34:26

原文:浅谈OCR之Onenote 2010

上一次我们讨论了Tesseract OCR引擎的用法,作为一款老牌的OCR引擎,目前已经开源,最新版本3.0中更是加入了中文OCR功能,再加上Google的更新、维护,可以说是潜力很大,值得期待。由上一次的测试结果也可以看出,Tesseract的OCR结果还不是很理想,尤其是中英文混合的文字,其识别率有限。本次我们来关注下Office 2010中的Onenote,调用其API来测试OCR功能。

PS:在公司经理一直推荐使用MyBase来记录工作中遇到的问题、工作日志等,但是我一直坚持使用Onenote :)

测试代码下载

在Visual Studio 2010 Ultimate + Onenote 2010 x64中测试通过

转载请注明出处:http://www.cnblogs.com/*s-dotnet/archive/2010/10/07/1845313.html

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2、Onenote中的OCR功能

园子里的朋友斯克迪亚很早就写过一片博文,详细介绍了GUI下使用OCR功能的方法,当时我也看了,想用编程来实现Onenote的OCR功能。后来忙其他事就没有细究,国庆假期我正好在查找一些OCR工具,又想起了这回事,于是多方查找资料、测试,今天终于是略有小成,特与大家分享。程序还存在很多问题,欢迎拍砖。

2.1、关于Onenote OCR功能的一处细节要先提一下,那就是如果从网络上复制一幅图片到Onenote中,是无法进行OCR的;但是如果从本地插入一幅图片到Onenote中,则可以进行OCR:

左边是本地图片,右边是网络图片,可以看出,网络图片右键菜单中的【Copy Text from Picture】是灰掉的,无法点击。

浅谈OCR之Onenote 2010浅谈OCR之Onenote 2010

2.2、我用WPF写的小程序界面如下,和上一次TesseractGUI如出一辙,不过是换药未换汤。

左边选择图片,支持本地图片、网络图片预览、缩放、移动,右边选择输出目录、显示OCR结果:

浅谈OCR之Onenote 2010

2.3、MSDN杂志上有一篇文章给了我很大的启发,介绍了Onenote 2010中的对象模型,感兴趣的朋友可以深入阅读。CodePlex上还有一个托管的Onenote对象模型项目ONOM,对Onenote PIA提供了更好的封装。建立WPF项目并添加引用时要注意一下:

首先,由于与 Visual Studio 2010 随附的 OneNote 互操作程序集不匹配,您不应该在"添加引用"对话框的".NET"选项卡上直接引用 Microsoft.Office.Interop.OneNote 组件,而是应该在"COM"选项卡上引用 Microsoft OneNote 14.0 类型库组件。这样做仍会向项目的引用中加入 OneNote 互操作程序集。

其次,OneNote 14.0 类型库与 Visual Studio 2010"NOPIA"功能不兼容。在 NOPIA 功能中,主互操作程序集默认情况下不会嵌入到应用程序中。因此,请务必将 OneNote 互操作程序集引用的"嵌入互操作类型"属性设置为 False。

浅谈OCR之Onenote 2010

2.4、Onenote没有采用OpenXML格式进行描述,而是使用了原始的XML ,一个完整的页面的描述代码如下:

浅谈OCR之Onenote 2010浅谈OCR之Onenote 2010完整的Onenote XML代码
<?xml version="1.0"?>
<one:Page xmlns:one="http://schemas.microsoft.com/office/onenote/2010/onenote" ID="{6506BE8D-72F1-461D-AB41-632D60CCD6D3}{1}{B0}" name="Untitled page" dateTime="2010-10-06T02:33:02.000Z" lastModifiedTime="2010-10-06T05:26:59.000Z" pageLevel="1" isCurrentlyViewed="true">
    <one:QuickStyleDef index="0" name="PageTitle" fontColor="automatic" highlightColor="automatic" font="Calibri" fontSize="17.0" spaceBefore="0.0" spaceAfter="0.0"/>
    <one:PageSettings RTL="false" color="automatic">
        <one:PageSize>
            <one:Automatic/>
        </one:PageSize>
        <one:RuleLines visible="false"/>
    </one:PageSettings>
    <one:Title lang="zh-CN">
        <one:OE author="*s" authorInitials="WS" lastModifiedBy="*s" lastModifiedByInitials="WS" creationTime="2010-10-06T02:33:02.000Z" lastModifiedTime="2010-10-06T02:33:02.000Z" objectID="{E13C4904-E707-4980-83FD-C92F117109E1}{15}{B0}" alignment="left" quickStyleIndex="0">
            <one:T><![CDATA[]]></one:T>
        </one:OE>
    </one:Title>
    <one:Image format="jpg" originalPageNumber="0" lastModifiedTime="2010-10-06T05:26:59.000Z" objectID="{9C53EE63-B289-40A1-9CA9-2E45F2F833B0}{138}{B0}">
        <one:Position x="18.0" y="104.400001525879" z="0"/>
        <one:Size width="420.75" height="113.9999923706055"/>
        <one:Data>
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                <![CDATA[Posted by: 
Date: 2010-10-1 5:28:59
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            <one:OCRToken startPos="117" region="0" line="3" x="382.9606323242187" y="58.11023330688476" width="25.22834587097168" height="7.08661413192749"/>
            <one:OCRToken startPos="123" region="0" line="4" x="3.401575088500976" y="70.86614227294922" width="66.61417388916015" height="9.35433006286621"/>
            <one:OCRToken startPos="127" region="0" line="4" x="3.401575088500976" y="70.86614227294922" width="66.61417388916015" height="9.35433006286621"/>
            <one:OCRToken startPos="128" region="0" line="4" x="3.401575088500976" y="70.86614227294922" width="66.61417388916015" height="9.35433006286621"/>
            <one:OCRToken startPos="131" region="0" line="4" x="75.68503570556641" y="70.86614227294922" width="66.33070373535156" height="9.35433006286621"/>
            <one:OCRToken startPos="133" region="0" line="4" x="75.68503570556641" y="70.86614227294922" width="66.33070373535156" height="9.35433006286621"/>
            <one:OCRToken startPos="134" region="0" line="4" x="75.68503570556641" y="70.86614227294922" width="66.33070373535156" height="9.35433006286621"/>
            <one:OCRToken startPos="137" region="0" line="4" x="75.68503570556641" y="70.86614227294922" width="66.33070373535156" height="9.35433006286621"/>
            <one:OCRToken startPos="140" region="0" line="4" x="316.346435546875" y="70.86614227294922" width="82.77165985107421" height="9.35433006286621"/>
            <one:OCRToken startPos="143" region="0" line="4" x="316.346435546875" y="70.86614227294922" width="82.77165985107421" height="9.35433006286621"/>
            <one:OCRToken startPos="146" region="0" line="5" x="121.3228302001953" y="84.47243499755859" width="35.43307113647461" height="9.070865631103515"/>
            <one:OCRToken startPos="152" region="0" line="5" x="170.0787506103516" y="84.47243499755859" width="35.43307113647461" height="9.070865631103515"/>
            <one:OCRToken startPos="155" region="0" line="5" x="170.0787506103516" y="84.47243499755859" width="35.43307113647461" height="9.070865631103515"/>
            <one:OCRToken startPos="157" region="0" line="5" x="220.2519683837891" y="84.47243499755859" width="82.77165985107421" height="9.070865631103515"/>
            <one:OCRToken startPos="167" region="0" line="5" x="220.2519683837891" y="84.47243499755859" width="82.77165985107421" height="9.070865631103515"/>
            <one:OCRToken startPos="169" region="0" line="5" x="309.5433044433594" y="84.47243499755859" width="105.1653442382812" height="9.070865631103515"/>
            <one:OCRToken startPos="175" region="0" line="5" x="309.5433044433594" y="84.47243499755859" width="105.1653442382812" height="9.070865631103515"/>
            <one:OCRToken startPos="176" region="0" line="5" x="309.5433044433594" y="84.47243499755859" width="105.1653442382812" height="9.070865631103515"/>
            <one:OCRToken startPos="178" region="0" line="5" x="309.5433044433594" y="84.47243499755859" width="105.1653442382812" height="9.070865631103515"/>
            <one:OCRToken startPos="179" region="0" line="5" x="309.5433044433594" y="84.47243499755859" width="105.1653442382812" height="9.070865631103515"/>
            <one:OCRToken startPos="181" region="0" line="6" x="104.031494140625" y="97.79527282714844" width="10.77165412902832" height="9.35433006286621"/>
            <one:OCRToken startPos="182" region="0" line="6" x="104.031494140625" y="97.79527282714844" width="10.77165412902832" height="9.35433006286621"/>
            <one:OCRToken startPos="184" region="0" line="6" x="123.5905456542969" y="97.79527282714844" width="13.60630035400391" height="9.637796401977539"/>
            <one:OCRToken startPos="187" region="0" line="6" x="304.4409484863281" y="101.7637786865234" width="3.118110418319702" height="3.118110418319702"/>
        </one:OCRData>
    </one:Image>
</one:Page>

2.5、Onenote的OCR机制是这样的:当我们插入一幅图片时,Onenote会自动进行OCR处理,并将OCR后的结果以XML的形式写入到页面结构中。因此我们的处理思路是,编程向Onenote中插入一幅图片,然后提取OCR后的结果。

即【OCRText】标签中的内容:

浅谈OCR之Onenote 2010浅谈OCR之Onenote 2010OCRText
<one:OCRText>
                                    <![CDATA[ew features in One Note 14
Gather, organize, and search
. Improved organization inside sections
O Multi-level subpages
o Collapsing subpages
O Drag-dropto make a subpage
o In-place New Page button
. Updated Search that抯 faster than navigating
. Improved hyperlinkingof notes, wiki links
. Outlook and lE integration improvements
O Section picker when sendingtoOneNote
o Notes on Outlook tasks
. QuIck Styles for making headings
. Linked note-taking on Web pages and documents
. Math support
. Dock to Desktop mode
Sharing and universal access
. Access from everywhere
O Share on the Web
O Browser access
O OneNote Mobile- syncs with the Web
. Sharing enhancements:
O Unread highlighting
O Author marks
O Recent Edits
O Find by Author
o VersioningandRecycleBin
O Faster sync with SharePoint
. Improved OneNoteMobile for mobile devices
O Sync overtheair
O Sync selected notebooks or sections]]>
                                </one:OCRText>

2.6、下面我们来动手一步步处理,关于界面搭建的XAML不再赘述,感兴趣的朋友请自行下载源代码,主要关注下业务代码。

图片在Onenote XML中是以Base64位编码格式存在的,故首先对插入的图片进行Base64编码:

浅谈OCR之Onenote 2010浅谈OCR之Onenote 2010图片 Base64 编码
            //获取图片的Base64编码
            FileInfo file = new FileInfo(v_strImgPath);

            using (MemoryStream ms = new MemoryStream())
            {
                Bitmap bp = new Bitmap(v_strImgPath);

                switch (file.Extension.ToLower())
                {
                    case ".jpg":
                        bp.Save(ms, ImageFormat.Jpeg);
                        break;
                    case ".jpeg":
                        bp.Save(ms, ImageFormat.Jpeg);
                        break;
                    case ".gif":
                        bp.Save(ms, ImageFormat.Gif);
                        break;
                    case ".bmp":
                        bp.Save(ms, ImageFormat.Bmp);
                        break;
                    case ".tiff":
                        bp.Save(ms, ImageFormat.Tiff);
                        break;
                    case ".png":
                        bp.Save(ms, ImageFormat.Png);
                        break;
                    case ".emf":
                        bp.Save(ms, ImageFormat.Emf);
                        break;
                    default:
                        this.labMsg.Content = "不支持的图片格式。";
                        return;
                }

                byte[] buffer = ms.GetBuffer();
                string _Base64 = Convert.ToBase64String(buffer);

2.7、构建插入图片后的Onenote XML代码:

浅谈OCR之Onenote 2010浅谈OCR之Onenote 2010准备工作
                var onenoteApp = new Microsoft.Office.Interop.OneNote.Application();
                string notebookXml;

                onenoteApp.GetHierarchy(null, Microsoft.Office.Interop.OneNote.HierarchyScope.hsPages, out notebookXml);

                var doc = XDocument.Parse(notebookXml);
                var ns = doc.Root.Name.Namespace;
                var pageNode = doc.Descendants(ns + "Page").FirstOrDefault();
                var existingPageId = pageNode.Attribute("ID").Value;

2.8、这里有一处小细节,就是Onenote XML中图片格式只支持如下几种:auto|png|emf|jpg,故需要将图片格式做一下处理:

浅谈OCR之Onenote 2010浅谈OCR之Onenote 2010图片格式处理
                    string ImgExtension = file.Extension.ToLower().Substring();
                    switch (ImgExtension)
                    {
                        case "jpg":
                            ImgExtension = "jpg";
                            break;
                        case "png":
                            ImgExtension = "png";
                            break;
                        case "emf":
                            ImgExtension = "emf";
                            break;
                        default:
                            ImgExtension = "auto";
                            break;
                    }

2.9、下面这段是关键代码了,使用Linq to XML构造出插入图片后的Onenote XML:

浅谈OCR之Onenote 2010浅谈OCR之Onenote 2010目标格式
                /*Onenote 2010 中图片的XML格式
                   <one:Image format="" originalPageNumber="0" lastModifiedTime="" objectID="">
                        <one:Position x="" y="" z=""/>
                        <one:Size width="" height=""/>
                        <one:Data>Base64</one:Data>
                  
                        //以下标签由Onenote 2010自动生成,不要在程序中处理,目标是获取OCRText中的内容。
                        <one:OCRData lang="en-US">
                        <one:OCRText>
                            <![CDATA[   OCR后的文字   ]]>
                        </one:OCRText>
                        <one:OCRToken startPos="0" region="0" line="0" x="4.251968383789062" y="3.685039281845092" width="31.18110275268555" height="7.370078563690185"/>
                        <one:OCRToken startPos="7" region="0" line="0" x="39.40157318115234" y="3.685039281845092" width="13.32283401489258" height="8.78740119934082"/>
                        <one:OCRToken startPos="12" region="0" line="1" x="4.251968383789062" y="17.85826683044434" width="23.52755928039551" height="6.803150177001953"/>
                        <one:OCRToken startPos="18" region="0" line="1" x="32.031494140625" y="17.85826683044434" width="41.10236358642578" height="6.803150177001953"/>
                        <one:OCRToken startPos="28" region="0" line="1" x="77.66928863525391" y="17.85826683044434" width="31.46456718444824" height="6.803150177001953"/>
                        ................
                   </one:Image>      
                */

                /*ObjectID格式
                  The representation of an object to be used for identification of objects on a page. Not unique through OneNote, but unique on the page and the hierarchy. 
                   <xsd:simpleType name="ObjectID" ">
                      <xsd:restriction base="xsd:string">
                         <xsd:pattern value="\{[a-fA-F0-9]{8}-[a-fA-F0-9]{4}-[a-fA-F0-9]{4}-[a-fA-F0-9]{4}-[a-fA-F0-9]{12}\}\{[0-9]+\}\{[A-Z][0-9]+\}" />
                      </xsd:restriction>
                   </xsd:simpleType>
                */
浅谈OCR之Onenote 2010浅谈OCR之Onenote 2010Linq to XML构造图片所需XML
                    var page = new XDocument(new XElement(ns + "Page",
                                     new XElement(ns + "Outline",
                                       new XElement(ns + "OEChildren",
                                         new XElement(ns + "OE",
                                           new XElement(ns + "Image",
                                             new XAttribute("format", ImgExtension), new XAttribute("originalPageNumber", ""),
                                             new XElement(ns + "Position",
                                                    new XAttribute("x", ""), new XAttribute("y", ""), new XAttribute("z", "")),
                                             new XElement(ns + "Size",
                                                    new XAttribute("width", bp.Width.ToString()), new XAttribute("height", bp.Height.ToString())),
                                                new XElement(ns + "Data", _Base64)))))));
                    page.Root.SetAttributeValue("ID", existingPageId);
                    onenoteApp.UpdatePageContent(page.ToString(), DateTime.MinValue);

2.10、线程休眠几秒钟,等待OCR完成,Onenote OCR根据图片大小需要消耗一些时间:

                    //线程休眠时间,单位毫秒,若图片很大,则延长休眠时间,保证Onenote OCR完毕                    System.Threading.Thread.Sleep(Int32.Parse(System.Configuration.ConfigurationManager.AppSettings["WaitTIme"]));

2.11、为了便于提取OCR后的结果,将构造好的Onenote XML代码写入一个临时的XML文件:

浅谈OCR之Onenote 2010浅谈OCR之Onenote 2010写入临时XML文件
                    string pageXml;
                    onenoteApp.GetPageContent(existingPageId, out pageXml, Microsoft.Office.Interop.OneNote.PageInfo.piAll);

                    //获取OCR后的内容
                    FileStream tmpXml = new FileStream(System.Configuration.ConfigurationManager.AppSettings["tmpPath"] + @"\tmp.xml", FileMode.Create, FileAccess.ReadWrite);
                    StreamWriter sw = new StreamWriter(tmpXml);
                    sw.Write(pageXml);
                    sw.Flush();
                    sw.Close();
                    tmpXml.Close();

2.12、使用Linq to XML和XPath表达式提取OCR后的结果:

浅谈OCR之Onenote 2010浅谈OCR之Onenote 2010提取 OCR 后的结果
                    FileStream tmpOnenote = new FileStream(System.Configuration.ConfigurationManager.AppSettings["tmpPath"] + @"\tmp.xml", FileMode.Open, FileAccess.ReadWrite);
                    XmlReader reader = XmlReader.Create(tmpOnenote);
                    XElement rdlc = XElement.Load(reader);

                    XmlNameTable nameTable = reader.NameTable;
                    XmlNamespaceManager mgr = new XmlNamespaceManager(nameTable);
                    mgr.AddNamespace("one", ns.ToString());

                    StringReader sr = new StringReader(pageXml);
                    XElement onenote = XElement.Load(sr);

                    var xml = from o in onenote.XPathSelectElements("//one:Image", mgr)
                              select o.XPathSelectElement("//one:OCRText", mgr).Value;
                    this.txtOCRed.Text = xml.First().ToString();

2.13、释放占用的资源:

                    sr.Close();                    reader.Close();                    tmpOnenote.Close();

2.14、最后将OCR后的结果写入到输出文件中:

浅谈OCR之Onenote 2010浅谈OCR之Onenote 2010写入输出文件
                FileStream fs = new FileStream(this.__OutputFileName, FileMode.Create, FileAccess.ReadWrite);
                StreamWriter sw = new StreamWriter(fs);
                sw.Write(this.txtOCRed.Text);
                sw.Flush();
                sw.Close();
                fs.Close();

                this.labMsg.Content = "OCR成功。";

由于我安装的是Onenote 2010 x64英文版,未找到中文语言包,故先测试下英文OCR。

2.15、本地图片测试结果:

浅谈OCR之Onenote 2010

2.16、网络图片测试结果:

网络图片是先下载到本地,后面步骤和本地图片一样。

浅谈OCR之Onenote 2010

小结

此方法的优点是效率很高,可扩展性强,只要改改配置文件、Linq to XML代码就可以完成很多附加工作。

缺点是,要求客户端必须要安装Onenote,且至少要有一个打开的Page,OCR时无法判断哪一个图片是正在OCR的,若连续操作则显示结果混乱。

此外,我没有找到编程建立Onenote文档的方法,以及对Onenote XML架构了解的还不够多,对一些元素不知道如何编程生成,如ObjectID等。

综上所述,Onenote 2010的OCR水平还是很高的,和Tesseract相比,OCR的准确率与效率均提高了不止一个档次,但是鉴于Onenote 2010 API十分简陋,远不及Word、Excel等操作方便,且官方文档对于Onenote 2010 XML架构的介绍还不是很详细,缺少示例。希望Office 15、Onenote 2014能有所改进吧。关于OCR的介绍到此告一段落,欢迎感兴趣的朋友继续讨论。