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How to filter the image for blobs of specified size

조회 수: 3 (최근 30일)
Abdullah bashanfer
Abdullah bashanfer 2016년 7월 16일
편집: Image Analyst 2016년 7월 17일
This is the code I used, but it doesn't eliminate the blobs. I want to remove the obstacles only to determine the highest middle point for the robot to navigate.
rgb=imread('obstacle_scene_1.jpg');
figure, imshow(rgb);
[im,map] = rgb2ind(rgb,5);
figure, imshow(im,map)
[X_no_dither,map]= rgb2ind(rgb,5,'nodither');
figure, imshow(X_no_dither,map);
[im,map] = rgb2ind(rgb,5);
figure, imshow(im,map)
level = graythresh(X_no_dither);
bw = im2bw(X_no_dither,level);
bw = bwareaopen(bw, 50);
figure, imshow(bw)

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Image Analyst
Image Analyst 2016년 7월 16일
bwareaopen() removes blobs of a specified size and below. You're calling that, so that part is right. There are also related functions bwareafilt() and bwpropfilt().
Your problem is segmentation, not size filtering. You need to segment your image better. For that particular image I suggest you convert to HSV color space with rgb2hsv, then threshold the s channel to find vividly colored regions. See my demos in my File Exchange, or see the Color Thresholder on the Apps tab of the MATLAB tool ribbon.
  댓글 수: 2
Abdullah bashanfer
Abdullah bashanfer 2016년 7월 17일
Thanks a lot sir, i got what i want
Image Analyst
Image Analyst 2016년 7월 17일
편집: Image Analyst 2016년 7월 17일
Fantastic! You might also want to use
% Fill holes
binaryImage = imfill(binaryImage, 'holes');
If you don't need holes filled, then don't do it since it will slow it down, but just slightly.
I'm glad I could help, and thanks for accepting the answer.

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