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Removing blobs from a binary image

I have a binary image which contain few blobs.

I want to remove blobs which are less than a certain area.

Can any one suggest me a way?

I am using Open-CV. i did dilation and erosion to get those blobs. so i need something different to remove the reaming blobs which are less than a certain area.

like image 387
user2389323 Avatar asked Jun 07 '13 18:06

user2389323


1 Answers

You can do something like this:

// your input binary image
// assuming that blob pixels have positive values, zero otherwise
Mat binary_image; 

// threashold specifying minimum area of a blob
double threshold = 100;

vector<vector<Point>> contours;
vector<Vec4i> hierarchy;
vector<int> small_blobs;
double contour_area;
Mat temp_image;

// find all contours in the binary image
binary_image.copyTo(temp_image);
findContours(temp_image, contours, hierarchy, CV_RETR_CCOMP,
                                                  CV_CHAIN_APPROX_SIMPLE);

// Find indices of contours whose area is less than `threshold` 
if ( !contours_all.empty()) {
    for (size_t i=0; i<contours.size(); ++i) {
        contour_area = contourArea(contours_all[i]) ;
        if ( contour_area < threshold)
            small_blobs.push_back(i);
    }
}

// fill-in all small contours with zeros
for (size_t i=0; i < small_blobs.size(); ++i) {
    drawContours(binary_image, contours, small_blobs[i], cv::Scalar(0), 
                                                 CV_FILLED, 8);
}
like image 136
Alexey Avatar answered Oct 14 '22 12:10

Alexey