OpenCV approxPolyDP 多边拟合函数

pproxPolyDP 主要功能是把一个连续光滑曲线折线化,对图像轮廓点进行多边形拟合。

原理图:对比之前黑点连线,之后蓝色连线:

C++: void approxPolyDP(InputArray curve, OutputArray approxCurve, double epsilon, bool closed)

参数详解;

InputArray curve:一般是由图像的轮廓点组成的点集

OutputArray approxCurve:表示输出的多边形点集

double epsilon:主要表示输出的精度,就是另个轮廓点之间最大距离数,5,6,7,,8,,,,,

bool closed:表示输出的多边形是否封闭

 1 #include <opencv2/opencv.hpp>    
 2 #include <stdio.h>    
 3 #include <stdlib.h>    
 4 #include <iostream>  
 5  
 6  
 7 using namespace cv;  
 8 using namespace std;  
 9  
10  
11 int main(int argc, char** argv)  
12 {  
13     Mat img = imread("4.jpg", -1);
14     pyrDown(img, img, Size(img.cols/2, img.rows/2), 4);
15     imshow("img", img);imwrite("img.jpg", img);
16  
17     //通过canny算法找轮廓,这样 findcontours 的结果会好些
18     Mat canny_out;
19     Canny(img, canny_out, 45, 127, 3, false);
20     imshow("canny_out", canny_out);imwrite("canny_out.jpg", canny_out);
21  
22     //寻找轮廓
23     vector<vector<Point>> contours;
24     vector<Vec4i> hierachy;
25     findContours(canny_out, contours, hierachy, RETR_TREE, CV_CHAIN_APPROX_SIMPLE, Point(-1,-1));
26     drawContours(img, contours, -1, Scalar(0,0,255), 1, 8, hierachy);
27     
28     //定义圆形、方形、旋转矩形、椭圆的存储容器
29     vector<vector<Point>> contours_ploy(contours.size());
30     vector<Rect> rects_ploy(contours.size());
31     vector<Point2f> circle_centers(contours.size());
32     vector<float> circle_radius(contours.size());
33     vector<RotatedRect> RotatedRect_ploy;//注意:由于下面赋值的过程中有个点数大于5的条件,所以这里没有直接初始化,才有下面pushback的方法添加值。
34     vector<RotatedRect> ellipse_ploy;//注意,这里是画椭圆,但是容器类型是 RotatedRect
35  
36     //将结果放到各自的容器中
37     for (size_t i = 0; i< contours.size(); i++)
38     {
39         approxPolyDP(contours[i], contours_ploy[i], 5, true);
40         rects_ploy[i] = boundingRect(contours_ploy[i]);
41         minEnclosingCircle(contours_ploy[i], circle_centers[i], circle_radius[i]);
42  
43         if (contours_ploy[i].size() >5)
44         {
45             RotatedRect temp1 = minAreaRect(contours_ploy[i]);
46             RotatedRect_ploy.push_back(temp1);
47  
48             RotatedRect temp2 = fitEllipse(contours_ploy[i]);
49             ellipse_ploy.push_back(temp2);
50         }
51     }
52  
53     //定义最终绘图的图片
54     Mat draw_rect(img.size(), img.type(), Scalar::all(0)), 
55         draw_rotateRect(img.size(), img.type(), Scalar::all(0)), 
56         draw_circle(img.size(), img.type(), Scalar::all(0)), 
57         draw_ellipse(img.size(), img.type(), Scalar::all(0));
58  
59     //绘图圆形、矩形
60     RNG rng(12345);
61     for (size_t i = 0; i<contours.size(); i++)
62     {
63         Scalar color = Scalar(rng.uniform(0,255), rng.uniform(0,255), rng.uniform(0,255));
64         rectangle(draw_rect, rects_ploy[i], color, 1, 8);
65         circle(draw_circle, circle_centers[i], circle_radius[i], color, 1, 8);
66     }
67     imshow("draw_rect", draw_rect);imwrite("draw_rect.jpg", draw_rect);
68     imshow("draw_circle", draw_circle);imwrite("draw_circle.jpg", draw_circle);
69  
70     //绘图椭圆形、旋转矩形
71     Point2f pot[4];
72     for (size_t i = 0; i<ellipse_ploy.size(); i++)
73     {
74         Scalar color = Scalar(rng.uniform(0,255), rng.uniform(0,255), rng.uniform(0,255));
75         ellipse(draw_ellipse, ellipse_ploy[i], color, 1, 8);
76  
77         RotatedRect_ploy[i].points(pot);
78         for(int j=0; j<4; j++)
79         {
80             line(draw_rotateRect, pot[j], pot[(j+1)%4], color);
81         }
82     }
83     imshow("draw_ellipse", draw_ellipse);imwrite("draw_ellipse.jpg", draw_ellipse);
84     imshow("draw_rotateRect", draw_rotateRect);imwrite("draw_rotateRect.jpg", draw_rotateRect);
85  
86  
87     waitKey();
88     return 1;
89 }  

 

原文地址:https://www.cnblogs.com/ybqjymy/p/14333577.html