void findContours(InputOutputArray image, OutputArrayOfArrays contours, OutputArray hierarchy, int mode, int method, Point offset=Point())
Parameters:
Sources:Parameters:
- image – Source, an 8-bit single-channel image. Non-zero pixels are treated as 1’s. Zero pixels remain 0’s, so the image is treated as binary . You can use compare() , inRange() , threshold() , adaptiveThreshold() , Canny() , and others to create a binary image out of a grayscale or color one. The function modifies the image while extracting the contours.
- contours – Detected contours. Each contour is stored as a vector of points.
- hierarchy – Optional output vector, containing information about the image topology. It has as many elements as the number of contours. For each i-th contour contours[i] , the elements hierarchy[i][0] , hiearchy[i][1] , hiearchy[i][2] , and hiearchy[i][3] are set to 0-based indices in contours of the next and previous contours at the same hierarchical level, the first child contour and the parent contour, respectively. If for the contour i there are no next, previous, parent, or nested contours, the corresponding elements of hierarchy[i] will be negative.
-
mode – Contour retrieval mode (if you use Python see also a note below).
- CV_RETR_EXTERNAL retrieves only the extreme outer contours. It sets hierarchy[i][2]=hierarchy[i][3]=-1 for all the contours.
- CV_RETR_LIST retrieves all of the contours without establishing any hierarchical relationships.
- CV_RETR_CCOMP retrieves all of the contours and organizes them into a two-level hierarchy. At the top level, there are external boundaries of the components. At the second level, there are boundaries of the holes. If there is another contour inside a hole of a connected component, it is still put at the top level.
- CV_RETR_TREE retrieves all of the contours and reconstructs a full hierarchy of nested contours. This full hierarchy is built and shown in the OpenCV contours.c demo.
-
method – Contour approximation method (if you use Python see also a note below).
- CV_CHAIN_APPROX_NONE stores absolutely all the contour points. That is, any 2 subsequent points (x1,y1) and (x2,y2) of the contour will be either horizontal, vertical or diagonal neighbors, that is, max(abs(x1-x2),abs(y2-y1))==1.
- CV_CHAIN_APPROX_SIMPLE compresses horizontal, vertical, and diagonal segments and leaves only their end points. For example, an up-right rectangular contour is encoded with 4 points.
- CV_CHAIN_APPROX_TC89_L1,CV_CHAIN_APPROX_TC89_KCOS applies one of the flavors of the Teh-Chin chain approximation algorithm.
- offset – Optional offset by which every contour point is shifted. This is useful if the contours are extracted from the image ROI and then they should be analyzed in the whole image context.
void drawContours(InputOutputArray image, InputArrayOfArrays contours, int contourIdx, const Scalar& color, int thickness=1, int lineType=8, InputArray hierarchy=noArray(), int maxLevel=INT_MAX, Point offset=Point() )
Parameters:
- image – Destination image.
- contours – All the input contours. Each contour is stored as a point vector.
- contourIdx – Parameter indicating a contour to draw. If it is negative, all the contours are drawn.
- color – Color of the contours.
- thickness – Thickness of lines the contours are drawn with. If it is negative (for example, thickness=CV_FILLED ), the contour interiors are drawn.
- lineType – Line connectivity. See line() for details.
- hierarchy – Optional information about hierarchy. It is only needed if you want to draw only some of the contours (see maxLevel ).
- maxLevel – Maximal level for drawn contours. If it is 0, only the specified contour is drawn. If it is 1, the function draws the contour(s) and all the nested contours. If it is 2, the function draws the contours, all the nested contours, all the nested-to-nested contours, and so on. This parameter is only taken into account when there is hierarchy available.
- offset – Optional contour shift parameter. Shift all the drawn contours by the specified .
- contour – Pointer to the first contour.
- externalColor – Color of external contours.
- holeColor – Color of internal contours (holes)
Steps:
- Create a structuring element
- Apply erosion or dilation on the image
- Show result
Functions:
Example 1:Find Contour OpenCV documentation implementation
-------------#include "opencv2/core/core.hpp" #include "opencv2/highgui/highgui.hpp" #include "opencv2/imgproc/imgproc.hpp" #include "iostream" using namespace cv; using namespace std; int main( ) { Mat image; image = imread("shape.jpg", 1); namedWindow( "Display window", CV_WINDOW_AUTOSIZE ); imshow( "Display window", image ); Mat gray; cvtColor(image, gray, CV_BGR2GRAY); Canny(gray, gray, 100, 200, 3); /// Find contours vector<vector<Point> > contours; vector<Vec4i> hierarchy; RNG rng(12345); findContours( gray, contours, hierarchy, CV_RETR_TREE, CV_CHAIN_APPROX_SIMPLE, Point(0, 0) ); /// Draw contours Mat drawing = Mat::zeros( gray.size(), CV_8UC3 ); for( int i = 0; i< contours.size(); i++ ) { Scalar color = Scalar( rng.uniform(0, 255), rng.uniform(0,255), rng.uniform(0,255) ); drawContours( drawing, contours, i, color, 2, 8, hierarchy, 0, Point() ); } imshow( "Result window", drawing ); waitKey(0); return 0; }-------------
Result:
Example 2: Find Largest contour
-------------#include "opencv2/core/core.hpp" #include "opencv2/highgui/highgui.hpp"" #include "opencv2/imgproc/imgproc.hpp" #include "iostream" using namespace cv; using namespace std; int main( ) { Mat src; src = imread("shape.jpg", CV_LOAD_IMAGE_COLOR); Mat gray; cvtColor(src, gray, CV_BGR2GRAY); threshold(gray, gray,200, 255,THRESH_BINARY_INV); //Threshold the gray imshow("gray",gray);int largest_area=0; int largest_contour_index=0; Rect bounding_rect; vector<vector<Point>> contours; // Vector for storing contour vector<Vec4i> hierarchy; findContours( gray, contours, hierarchy,CV_RETR_CCOMP, CV_CHAIN_APPROX_SIMPLE ); // iterate through each contour. for( int i = 0; i< contours.size(); i++ ) { // Find the area of contour double a=contourArea( contours[i],false); if(a>largest_area){ largest_area=a;cout<<i<<" area "<<a<<endl; // Store the index of largest contour largest_contour_index=i; // Find the bounding rectangle for biggest contour bounding_rect=boundingRect(contours[i]); } } Scalar color( 255,255,255); // color of the contour in the //Draw the contour and rectangle drawContours( src, contours,largest_contour_index, color, CV_FILLED,8,hierarchy); rectangle(src, bounding_rect, Scalar(0,255,0),2, 8,0); namedWindow( "Display window", CV_WINDOW_AUTOSIZE ); imshow( "Display window", src ); waitKey(0); return 0; }-------------
Result:
http://docs.opencv.org/doc/tutorials/imgproc/shapedescriptors/find_contours/find_contours.html
http://harismoonamkunnu.blogspot.in/2013/06/opencv-find-biggest-contour-using-c.html
Hi, i have threshold image. How can i draw bounding box for the threshold object.
ReplyDeleteThat means you are at line 13 of Example 2.
DeleteMake sure that after threshold, the object of interest is white and background is black.
Then you can apply "findContours" as in line 19.
If you will have only one contour, then you can directly put the index value as "0" in line 30 to find the "bounding_rect".
Then use line 36 to draw a bounding box around the object.
can you explain contour.size() ? and I want to know how many points in each contours,
ReplyDeleteI want to use the contour.size() to find the number of vertices of the contours,have you found the solution ?
Deletecontours.size() provides the number of contours in the image. Here number of contours means number of segmented regions.
DeleteTherefore, you can not use contours.size() to find the number of vertices.
You may find a solution of this question by using convex-hull method.
And how I can draw bounding box if I use bgs MOG from opencv? Is it the same?
ReplyDeletecan i please get the same coed in python?
ReplyDeleteimport numpy as np
ReplyDeleteimport cv2
im = cv2.imread("shape.jpg")
imgray = cv2.cvtColor(im,cv2.COLOR_BGR2GRAY)
ret,thresh = cv2.threshold(imgray,127,255,0)
contours, hierarchy = cv2.findContours(thresh,cv2.RETR_TREE,cv2.CHAIN_APPROX_SIMPLE)
cv2.drawContours(im,contours,-1,(0,255,0),2) #-1 fills it
cv2.imshow("Contours",im)
cv2.waitKey(0)
cv2.destroyAllWindows()
# Lijo Joseph
thanks
Deletebut for 16 uint images??
Deletei've an image from a depth camera, i've binarized it with otsu method and now i want find and plot contour area
thanks
I'm getting this error. Could you please help? Thanks
DeleteTraceback (most recent call last):
File "C:\Python27\contous.py", line 4, in
imgray = cv2.cvtColor(im,cv2.COLOR_BGR2GRAY)
error: ..\..\..\src\opencv\modules\imgproc\src\color.cpp:3414: error: (-215) scn == 3 || scn == 4
Get error:
Deletecontours, hierarchy = cv2.findContours(thresh,cv2.RETR_TREE,cv2.CHAIN_APPROX_SIMPLE)
ValueError: too many values to unpack (expected 2)
Code is working fine. Thank you. I have another question. Is there any way to draw only the largest contour on new image?
ReplyDeleteI can draw the largest contour, but new Mat size is in size of old one image.
Mat mask_image( image.size(), CV_8U, Scalar(0));
drawContours(mask_image, contours, largest_contour_index, Scalar(255), FILLED);
plate.copyTo(original_image, mask_image);
Is there any way to get biggest contour size, then make new Mat in size of this contour and draw an image? Without other area which is black?
Your problem statement is not clear, sorry...
ReplyDeleteHi, I wish to draw the contours of certain clicked region only, For example, mouse click on the triangle, and only the contour of triangle is drawn. Is it possible? and How should i implement that?
ReplyDeleteYou can use mouse click to do so. Please refer to the following link.
Deleteopencvexamples.blogspot.com/2014/01/select-region-on-mouse-click.html
Once you get all contours, click on one image region and it will high light based on the mouse position.
Thank you very much for this very clear example. You saved my day.. :)
ReplyDeleteHi,I want to display the chain codes of the contour in opencv with c++ language, but I can not find function in c++.
ReplyDeletecan someone help me?
Thanks.
Hi how can I extract the properties of a ( or some ) pixel(s) at the center of a contour? and if it is a camera frame and camera is moving how can I track each contour and extract the properties of a ( or some ) pixel(s) at the center of contour?
ReplyDeletehow can i draw contours only around blue colored objects? Also I need their centroids.
ReplyDeleteVery nice programs you had these hidden here.
ReplyDeletereally working program very nice
ReplyDeletehow can i find out number of child contours inside a parent contour?
ReplyDeleteand is there any method wherein i can add box numbers to boxes of chessboard type image?
How come you use the zeros function? What is it's purpose in the first program? Is it to make the whole picture totally black by setting the pixel values in the array to 0? Then the drawing of contours would pop out more?
ReplyDeleteAre there any C# codes to do this? Specially EmguCv. Can someone help me?
ReplyDeleteThank you!
Hi
ReplyDeleteHow do i detect a face using contours ?Currently i have the edge image of the face but have no idea on the next step.
I have a image with has lot of different colors. Suppose I draw a polygon with a specific color which is not there in the original image, how do I draw a contour around it and fill it with a specific color?
ReplyDeletePreferably in python.
Hi do you have a detection text using tesseract with OpenCV Thanks in advanced ^_^
ReplyDeletehow to find the area of the contour with opencv python
ReplyDeleteCan an6one translate the codes ti android/java... Thanks
ReplyDeletecv2.contourArea() gives u the area of the contour
Deletei am using findContours to detect characters in an image to convert it into text. But the contours are randomly detected. So the order of the charcaters is getting changed. can someone help me understand how are the contours getting detected?
ReplyDeleteThanks a lot. Well how can we find the width and length of a contour? For example we have any contour of random shape and I have to find its width and height? Thanks
ReplyDeletesorry width and length of any random shaped contour...
Deletehow to compare two image shapes?
ReplyDeleteplease send the code for opencv 3.3.0 version
Deletehey Every one, how can i do this in java with bufferedImage????????????
ReplyDeleteCode works fine - all contours will be found.
ReplyDeleteI have the following problem with freeing memory:
std::vector contours;
cv::findContours (...)
for (i = 0; i < contours.size(); i++)
contours[i].clear();
contours.clear() --> here it crashes with: "exception error at ... (ucrtbased.dll) "
Do you have an idea? Thanks in advance. Falk.
How can i find the smallest contour??
ReplyDeletesuppose in an image we have 5 contours, then we will have centroids. how can we compare centroid values??
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