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這期內容當中小編將會給大家帶來有關如何在java項目中利用ocr實現一個圖片文字識別功能,文章內容豐富且以專業的角度為大家分析和敘述,閱讀完這篇文章希望大家可以有所收獲。
最近在開發的時候需要識別圖片中的一些文字,網上找了相關資料之后,發現google有一個離線的工具,以下為java使用的demo
在此之前,使用這個工具需要在本地安裝OCR工具:
下面一個是一定要安裝的離線包,建議默認安裝
上面一個是中文的語言包,如果網絡可以FQ的童鞋可以在安裝的時候就選擇語言包在線安裝,有多種語言可供選擇,默認只有英文的
exe安裝好之后,把上面一個文件拷到安裝目錄下tessdata文件夾下
如C:\Program Files (x86)\Tesseract-OCR\tessdata下
然后下面兩個是可選包,如果圖片不做臨時文件處理的話,可以不需要帶的
首先是一個臨時文件生成用的類以防源文件損壞,參考某位博友的例子@Gunner
package org.ink.image.textrz; import java.awt.image.BufferedImage; import java.io.File; import java.io.IOException; import java.util.Iterator; import java.util.Locale; import javax.imageio.IIOImage; import javax.imageio.ImageIO; import javax.imageio.ImageReader; import javax.imageio.ImageWriteParam; import javax.imageio.ImageWriter; import javax.imageio.metadata.IIOMetadata; import javax.imageio.stream.ImageInputStream; import javax.imageio.stream.ImageOutputStream; import com.sun.media.imageio.plugins.tiff.TIFFImageWriteParam; public class ImageIOHelper { private Locale locale=Locale.CHINESE; /** * user set locale Construct * @param locale */ public ImageIOHelper(Locale locale){ this.locale=locale; } /** * default construct using default locale Locale.CHINESE */ public ImageIOHelper(){ } /** * create tempFile of Image in order to prevent damaging original file * @param imageFile * @param imageFormat like png,jps .etc * @return TempFile of Image * @throws IOException */ public File createImage(File imageFile, String imageFormat) throws IOException { Iterator<ImageReader> readers = ImageIO.getImageReadersByFormatName(imageFormat); ImageReader reader = readers.next(); ImageInputStream iis = ImageIO.createImageInputStream(imageFile); reader.setInput(iis); IIOMetadata streamMetadata = reader.getStreamMetadata(); TIFFImageWriteParam tiffWriteParam = new TIFFImageWriteParam(Locale.CHINESE); tiffWriteParam.setCompressionMode(ImageWriteParam.MODE_DISABLED); Iterator<ImageWriter> writers = ImageIO.getImageWritersByFormatName("tiff"); ImageWriter writer = writers.next(); BufferedImage bi = reader.read(0); IIOImage image = new IIOImage(bi,null,reader.getImageMetadata(0)); File tempFile = tempImageFile(imageFile); ImageOutputStream ios = ImageIO.createImageOutputStream(tempFile); writer.setOutput(ios); writer.write(streamMetadata, image, tiffWriteParam); ios.close(); iis.close(); writer.dispose(); reader.dispose(); return tempFile; } /** * add suffix to tempfile * @param imageFile * @return * @throws IOException */ private File tempImageFile(File imageFile) throws IOException { String path = imageFile.getPath(); StringBuffer strB = new StringBuffer(path); strB.insert(path.lastIndexOf('.'),"_text_recognize_temp"); String s=strB.toString().replaceFirst("(?<=//.)(//w+)$", "tif"); Runtime.getRuntime().exec("attrib "+"\""+s+"\""+" +H"); //設置文件隱藏 return new File(strB.toString()); } }
下面是真正識別的內容:
package org.ink.image.textrz; import java.io.BufferedReader; import java.io.File; import java.io.FileInputStream; import java.io.IOException; import java.io.InputStreamReader; import java.util.ArrayList; import java.util.List; import java.util.Locale; import org.jdesktop.swingx.util.OS; /** * TEXT Recognize Utils * @author ink.Flower * */ public class OCRUtil { private final String LANG_OPTION = "-l"; //英文字母小寫l,并非數字1 private final String EOL = System.getProperty("line.separator"); private String tessPath = "C://Program Files (x86)//Tesseract-OCR";//ocr默認安裝路徑 private String transname="chi_sim";//默認中文語言包,識別中文 /** * Construct method of OCR ,set Tesseract-OCR install path * @param tessPath Tesseract-OCR install path * @param transFileName traningFile name like eng.traineddata */ public OCRUtil(String tessPath,String transFileName){ this.tessPath=tessPath; this.transname=transFileName; } /** * Construct method of OCR,default path is "C://Program Files (x86)//Tesseract-OCR" */ public OCRUtil(){ } public String getTessPath() { return tessPath; } public void setTessPath(String tessPath) { this.tessPath = tessPath; } public String getTransname() { return transname; } public void setTransname(String transname) { this.transname = transname; } public String getLANG_OPTION() { return LANG_OPTION; } public String getEOL() { return EOL; } /** * recognize text in image * @param imageFile * @param imageFormat * @return text recognized in image * @throws Exception */ public String recognizeText(File imageFile,String imageFormat)throws Exception{ File tempImage = new ImageIOHelper().createImage(imageFile,imageFormat); return ocrImages(tempImage, imageFile); } /** * recognize text in image * @param imageFile * @param imageFormat * @param locale * @return text recognized in image * @throws Exception */ public String recognizeText(File imageFile,String imageFormat,Locale locale)throws Exception{ File tempImage = new ImageIOHelper(locale).createImage(imageFile,imageFormat); return ocrImages(tempImage, imageFile); } /** * * @param tempImage * @param imageFile * @return * @throws IOException * @throws InterruptedException */ private String ocrImages(File tempImage,File imageFile) throws IOException, InterruptedException{ File outputFile = new File(imageFile.getParentFile(),"output"); Runtime.getRuntime().exec("attrib "+"\""+outputFile.getAbsolutePath()+"\""+" +H"); //設置文件隱藏 StringBuffer strB = new StringBuffer(); List<String> cmd = new ArrayList<String>(); if(OS.isWindowsXP()){ cmd.add(tessPath+"//tesseract"); }else if(OS.isLinux()){ cmd.add("tesseract"); }else{ cmd.add(tessPath+"//tesseract"); } cmd.add(""); cmd.add(outputFile.getName()); cmd.add(LANG_OPTION); cmd.add(transname); ProcessBuilder pb = new ProcessBuilder(); pb.directory(imageFile.getParentFile()); cmd.set(1, tempImage.getName()); pb.command(cmd); pb.redirectErrorStream(true); Process process = pb.start(); int w = process.waitFor(); tempImage.delete();//刪除臨時正在工作文件 if(w==0){ BufferedReader in = new BufferedReader(new InputStreamReader(new FileInputStream(outputFile.getAbsolutePath()+".txt"),"UTF-8")); String str; while((str = in.readLine())!=null){ strB.append(str).append(EOL); } in.close(); }else{ String msg; switch(w){ case 1: msg = "Errors accessing files.There may be spaces in your image's filename."; break; case 29: msg = "Cannot recongnize the image or its selected region."; break; case 31: msg = "Unsupported image format."; break; default: msg = "Errors occurred."; } tempImage.delete(); throw new RuntimeException(msg); } new File(outputFile.getAbsolutePath()+".txt").delete(); return strB.toString(); } }
上述就是小編為大家分享的如何在java項目中利用ocr實現一個圖片文字識別功能了,如果剛好有類似的疑惑,不妨參照上述分析進行理解。如果想知道更多相關知識,歡迎關注億速云行業資訊頻道。
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