上一节我们说了 opencv
的安装教程,这次我们来实战一波~
有时候我们项目上需要身份证识别,但是有的人拍的身份证不是倒的,就是歪的。让后台去识别很麻烦,经常识别不准。但有了 opencv
的透视变换,你再怎么歪,我也能帮你矫正过来。
透视变换原理
透视变换(Perspective Transformation)是将成像投影到一个新的视平面(Viewing Plane),也称作投影映射(Projective Mapping)。如图所示
JAVA 实现
首先获取身份证四个点的坐标,https://uutool.cn/img-coord/
这个网站可以在线获取图片坐标,实际在项目的时候,这四个点的坐标可以让前端传递给你。
通过工具我们获取到了四个点的坐标,分别是 [376,133],[205,422],[29,316], [194,26]
import org.opencv.core.*;
import org.opencv.imgcodecs.Imgcodecs;
import org.opencv.imgproc.Imgproc;
import org.opencv.utils.Converters;
import java.util.Arrays;
import java.util.List;
/**
* 透视变换
* @author 时刻在奔跑
*/
public class PerspectiveTransform {
public static void main(String[] args) {
String srcImgPath = "/home/IdeaProjects/opencv-java/src/main/resources/weixiaobao.png";
String x1 = "376,133";
String x2 = "205,422";
String x3 = "29,316";
String x4 = "194,26";
String destImgPath = "/home/IdeaProjects/opencv-java/src/main/resources/test5.png";
perspectiveTransform(srcImgPath,x1,x2,x3,x4,destImgPath);
}
private static void perspectiveTransform(String srcImgPath,String x1, String x2,
String x3,String x4, String destImgPath){
System.loadLibrary(Core.NATIVE_LIBRARY_NAME);
Mat src = Imgcodecs.imread(srcImgPath);
// 读取图像到矩阵中,取灰度图像
if (src.empty()) {
return;
}
try {
Mat dst = new Mat();
List<Point> listSrcs = Arrays.asList(getPoint(x1), getPoint(x2), getPoint(x3), getPoint(x4));
Mat srcPoints = Converters.vector_Point_to_Mat(listSrcs, CvType.CV_32F);
List<Point> listDsts = Arrays.asList(new Point(0, 0), new Point(1011, 0),
new Point(1011, 638), new Point(0, 638));
Mat dstPoints = Converters.vector_Point_to_Mat(listDsts, CvType.CV_32F);
Mat perspectiveMmat = Imgproc.getPerspectiveTransform(srcPoints, dstPoints);
Size size = new Size(new Point(1011, 638));
Imgproc.warpPerspective(src, dst, perspectiveMmat, size, Imgproc.INTER_LINEAR);
Mat gray = gray(dst);
Imgcodecs.imwrite(destImgPath, gray);
} catch (Exception e) {
e.printStackTrace();
}
}
private static Point getPoint(String points) {
if (points == null || "".equals(points)) {
throw new NullPointerException("坐标参数为空");
}
String[] pointArray = points.split(",");
if (pointArray.length == 0) {
throw new NullPointerException("坐标参数为空");
}
Double x = Double.valueOf(pointArray[0]);
Double y = Double.valueOf(pointArray[0]);
return new Point(x, y);
}
/**
* 作用:灰度话
*
* @param src Mat矩阵图像
* @return
*/
public static Mat gray(Mat src) {
Mat gray = new Mat();
if (src.channels() == 3) {
Imgproc.cvtColor(src, gray, Imgproc.COLOR_BGR2GRAY);
src = gray;
} else {
System.out.println("The Image File Is Not The RGB File!");
}
return src;
}
}
透视变换
+灰度化
后的图片:
本项目所有代码地址:gitee.com/feiling0825…
报错
- no opencv_java440 in java.library.path
-Djava.library.path=E:\developSoft\opencv\opencv\build\java\x64
参考
详解 OpenCV 透视变换原理 及 实例(blog.csdn.net/ViatorSun/a…)
Java基于opencv—透视变换矫正图像(www.jianshu.com/p/173d329af…)