OpenCV  3.0.0-rc1
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Image Moments

Goal

In this tutorial you will learn how to:

Theory

Code

This tutorial code's is shown lines below. You can also download it from here

1 
7 #include "opencv2/imgcodecs.hpp"
10 #include <iostream>
11 #include <stdio.h>
12 #include <stdlib.h>
13 
14 using namespace cv;
15 using namespace std;
16 
17 Mat src; Mat src_gray;
18 int thresh = 100;
19 int max_thresh = 255;
20 RNG rng(12345);
21 
23 void thresh_callback(int, void* );
24 
28 int main( int, char** argv )
29 {
31  src = imread( argv[1], 1 );
32 
34  cvtColor( src, src_gray, COLOR_BGR2GRAY );
35  blur( src_gray, src_gray, Size(3,3) );
36 
38  const char* source_window = "Source";
39  namedWindow( source_window, WINDOW_AUTOSIZE );
40  imshow( source_window, src );
41 
42  createTrackbar( " Canny thresh:", "Source", &thresh, max_thresh, thresh_callback );
43  thresh_callback( 0, 0 );
44 
45  waitKey(0);
46  return(0);
47 }
48 
52 void thresh_callback(int, void* )
53 {
54  Mat canny_output;
55  vector<vector<Point> > contours;
56  vector<Vec4i> hierarchy;
57 
59  Canny( src_gray, canny_output, thresh, thresh*2, 3 );
61  findContours( canny_output, contours, hierarchy, RETR_TREE, CHAIN_APPROX_SIMPLE, Point(0, 0) );
62 
64  vector<Moments> mu(contours.size() );
65  for( size_t i = 0; i < contours.size(); i++ )
66  { mu[i] = moments( contours[i], false ); }
67 
69  vector<Point2f> mc( contours.size() );
70  for( size_t i = 0; i < contours.size(); i++ )
71  { mc[i] = Point2f( static_cast<float>(mu[i].m10/mu[i].m00) , static_cast<float>(mu[i].m01/mu[i].m00) ); }
72 
74  Mat drawing = Mat::zeros( canny_output.size(), CV_8UC3 );
75  for( size_t i = 0; i< contours.size(); i++ )
76  {
77  Scalar color = Scalar( rng.uniform(0, 255), rng.uniform(0,255), rng.uniform(0,255) );
78  drawContours( drawing, contours, (int)i, color, 2, 8, hierarchy, 0, Point() );
79  circle( drawing, mc[i], 4, color, -1, 8, 0 );
80  }
81 
83  namedWindow( "Contours", WINDOW_AUTOSIZE );
84  imshow( "Contours", drawing );
85 
87  printf("\t Info: Area and Contour Length \n");
88  for( size_t i = 0; i< contours.size(); i++ )
89  {
90  printf(" * Contour[%d] - Area (M_00) = %.2f - Area OpenCV: %.2f - Length: %.2f \n", (int)i, mu[i].m00, contourArea(contours[i]), arcLength( contours[i], true ) );
91  Scalar color = Scalar( rng.uniform(0, 255), rng.uniform(0,255), rng.uniform(0,255) );
92  drawContours( drawing, contours, (int)i, color, 2, 8, hierarchy, 0, Point() );
93  circle( drawing, mc[i], 4, color, -1, 8, 0 );
94  }
95 }
Scalar_< double > Scalar
Definition: types.hpp:597
void blur(InputArray src, OutputArray dst, Size ksize, Point anchor=Point(-1,-1), int borderType=BORDER_DEFAULT)
Blurs an image using the normalized box filter.
void cvtColor(InputArray src, OutputArray dst, int code, int dstCn=0)
Converts an image from one color space to another.
Mat imread(const String &filename, int flags=IMREAD_COLOR)
Loads an image from a file.
static MatExpr zeros(int rows, int cols, int type)
Returns a zero array of the specified size and type.
void imshow(const String &winname, InputArray mat)
Displays an image in the specified window.
void drawContours(InputOutputArray image, InputArrayOfArrays contours, int contourIdx, const Scalar &color, int thickness=1, int lineType=LINE_8, InputArray hierarchy=noArray(), int maxLevel=INT_MAX, Point offset=Point())
Draws contours outlines or filled contours.
int createTrackbar(const String &trackbarname, const String &winname, int *value, int count, TrackbarCallback onChange=0, void *userdata=0)
Creates a trackbar and attaches it to the specified window.
Definition: imgproc.hpp:409
double contourArea(InputArray contour, bool oriented=false)
Calculates a contour area.
Point_< float > Point2f
Definition: types.hpp:179
MatSize size
Definition: mat.hpp:1882
double arcLength(InputArray curve, bool closed)
Calculates a contour perimeter or a curve length.
void namedWindow(const String &winname, int flags=WINDOW_AUTOSIZE)
Creates a window.
void Canny(InputArray image, OutputArray edges, double threshold1, double threshold2, int apertureSize=3, bool L2gradient=false)
Finds edges in an image using the Canny algorithm .
Size2i Size
Definition: types.hpp:308
for i
Definition: modelConvert.m:63
Random Number Generator.
Definition: core.hpp:2600
#define CV_8UC3
Definition: cvdef.h:118
Definition: imgproc.hpp:421
Definition: highgui.hpp:138
Moments moments(InputArray array, bool binaryImage=false)
Calculates all of the moments up to the third order of a polygon or rasterized shape.
void findContours(InputOutputArray image, OutputArrayOfArrays contours, OutputArray hierarchy, int mode, int method, Point offset=Point())
Finds contours in a binary image.
int main(int argc, const char *argv[])
Definition: facerec_demo.cpp:67
n-dimensional dense array class
Definition: mat.hpp:726
void circle(InputOutputArray img, Point center, int radius, const Scalar &color, int thickness=1, int lineType=LINE_8, int shift=0)
Draws a circle.
Point2i Point
Definition: types.hpp:181
convert between RGB/BGR and grayscale, color conversions
Definition: imgproc.hpp:511
int waitKey(int delay=0)
Waits for a pressed key.

Explanation

Result

Here it is:

Moments_Source_Image.jpg
Moments_Result1.jpg
Moments_Result2.jpg