Detect a hole or a pit in an image.

Question

Gueni Hamza 2021-10-21

回答： yanqi liu 2021-10-26

Writing an algorithm to detect holes or pits in the street in an image and then measure it's size and depth.

Answer 1

yanqi liu 2021-10-26

sir, here is an sample demo，for other image，may be use some DeepLearning method，such as yolo、frcnn

clc; clear all; close all;

img = imread('https://ww2.mathworks.cn/matlabcentral/answers/uploaded_files/774283/Hole_1.jpg');

im = rgb2gray(img);

bw = imbinarize(im,'adaptive','ForegroundPolarity','dark','Sensitivity',0.6);

bw = imopen(bw, strel('disk', 7));

bw = imclose(bw, strel('disk', 7));

bw = imdilate(bwareafilt(bw,1), strel('disk', 17));

[r,c] = find(bw);

wh = 7;

rect = [min(c)-wh min(r)-wh max(c)-min(c) max(r)-min(r)];

figure; imshow(img);

hold on; rectangle('Position', rect, 'EdgeColor', 'r', 'LineWidth', 2, 'LineStyle', '-');