Is my feature extraction using glcm is true or false? Please!!!
1 view (last 30 days)
Show older comments
i am doing plant disease detection and classification. i do the following steps:
- preprocessing using median filtering
- image segmentation using color thresholder app in matlab
- feature extraction using GLCM
- classification using SVM
In this, i have done step 3 but i'm not certain it is true. So, i want to check up my code in feature extraction don't call function. How can i check up?(Eg. if i get energy=0.5, how to calculate to get 0.5 by handwritten without using mathlab function?)
My code is given in the following:
% Title : Potato Leaf Disease Detection using SVM
clc
close all
clear all
[filename, pathname] = uigetfile({'*.*';'*.bmp';'*.jpg';'*.gif'},
'Pick a Leaf Image File');
I = imread([pathname,filename]);
I = imresize(I,[256,256]);
%figure, imshow(I); title('Input Leaf Image');
%Preprocessing using median filtering
I1 = rgb2gray(I);
I2 = medfilt2(I1,[3 3]);
imshow(I2);title('Filtered Image');
%%Image Segmentation
%Background Removing using Color Thresholder app
[bw,rgb] = background_removal(I);
%Masking Green_Pixels
mask = (rgb(:,:,2)>rgb(:,:,1))&(rgb(:,:,2)>rgb(:,:,3));
seg_img=bsxfun(@times,rgb,cast(imcomplement(mask),'like',rgb));
imshow(seg_img);
%%Feature Extraction
% Convert to grayscale if image is RGB
img = rgb2gray(seg_img);
% Create the Gray Level Cooccurance Matrices (GLCMs)
glcms = graycomatrix(img);
%Evaluate 10 features from the disease affected region only
% Derive Statistics from GLCM
stats = graycoprops(glcms,'Contrast Correlation Energy Homogeneity');
Contrast = stats.Contrast;
Correlation = stats.Correlation;
Energy = stats.Energy;
Homogeneity = stats.Homogeneity;
Mean = mean2(seg_img);
Standard_Deviation = std2(seg_img);
Entropy = entropy(seg_img);
RMS = mean2(rms(seg_img));
%Skewness = skewness(img)
Kurtosis = kurtosis(double(seg_img(:)));
Skewness = skewness(double(seg_img(:)));
% Put the 10 features in an array
feat_disease = [Contrast,Correlation,Energy,Homogeneity, Mean, Standard_Deviation, Entropy, RMS, Kurtosis, Skewness];
Someone can tell me my code is true or false?
5 Comments
Answers (0)
See Also
Categories
Find more on Image Segmentation and Analysis in Help Center and File Exchange
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!
Start Hunting!