opencv识别出表格图片后,交给tesseract来识别表格文字数据,用Java代码写一个示例
时间: 2024-05-11 11:15:36 浏览: 107
这个问题属于技术问题,可以直接回答。以下是一个Java示例代码,用于识别表格图片中的文字数据:
```java
import net.sourceforge.tess4j.Tesseract;
import net.sourceforge.tess4j.TesseractException;
import org.opencv.core.Core;
import org.opencv.core.Mat;
import org.opencv.core.Rect;
import org.opencv.core.RotatedRect;
import org.opencv.core.Scalar;
import org.opencv.core.Size;
import org.opencv.imgcodecs.Imgcodecs;
import org.opencv.imgproc.Imgproc;
import org.opencv.objdetect.QRCodeDetector;
import java.util.List;
public class TableRecognitionWithTesseract {
static {
System.loadLibrary(Core.NATIVE_LIBRARY_NAME);
}
public static void main(String args[]) {
// Load the image
Mat image = Imgcodecs.imread("table.jpg");
// Convert the image to grayscale
Mat grayImage = new Mat(image.size(), org.opencv.core.CvType.CV_8UC1);
Imgproc.cvtColor(image, grayImage, Imgproc.COLOR_BGR2GRAY);
// Apply a binary inversion
Mat invertedImage = new Mat();
Core.bitwise_not(grayImage, invertedImage);
// Apply adaptive thresholding
Mat thresholdedImage = new Mat();
Imgproc.adaptiveThreshold(invertedImage, thresholdedImage, 255, Imgproc.ADAPTIVE_THRESH_MEAN_C, Imgproc.THRESH_BINARY, 15, 10);
// Find contours
List<MatOfPoint> contours = Lists.newArrayList();
Mat hierarchy = new Mat();
Imgproc.findContours(thresholdedImage, contours, hierarchy, Imgproc.RETR_TREE, Imgproc.CHAIN_APPROX_SIMPLE);
// Find the table contour
RotatedRect tableContour = null;
for (int i = 0; i < contours.size(); i++) {
MatOfPoint contour = contours.get(i);
RotatedRect rect = Imgproc.minAreaRect(new MatOfPoint2f(contour.toArray()));
double aspectRatio = rect.size.width / rect.size.height;
if (aspectRatio > 1 && aspectRatio < 100) {
tableContour = rect;
break;
}
}
// Crop the table image
Mat tableImage = new Mat(image.size(), org.opencv.core.CvType.CV_8UC1, new Scalar(255, 255, 255));
Rect tableRect = tableContour.boundingRect();
Mat tableROI = new Mat(thresholdedImage, tableRect);
tableROI.copyTo(tableImage.submat(tableRect));
// Apply OCR with Tesseract
Tesseract tesseract = new Tesseract();
tesseract.setDatapath("tessdata/");
tesseract.setLanguage("eng");
try {
String tableText = tesseract.doOCR(tableImage);
System.out.println(tableText);
} catch (TesseractException e) {
e.printStackTrace();
}
}
}
```
这段代码使用OpenCV来识别表格图片,然后使用Tesseract进行文字识别。您只需要将table.jpg替换为您自己的表格图片,以及tessdata/和eng替换为您的Tesseract数据文件和语言选择。
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