GUI for calculating 1st and 2nd order statistics from images
GUI for calculating 1st and 2nd order statistics of series of images.
Calculates Average, RMS, Skewness and Kurtosis - 1st order statistics. (identical to File ID: #25981 - GUI for calculating roughness parameters in images)
Has an option of filtering low-frequency and high-frequency components of images and calculating 1st order statistic for each of the separated waviness and roughness image components.
Calculates 4 GLCM texture parameters from images (contrast,correlation, energy and homogeneity) (requires Image Processing toolbox)
Has an option to apply PCA model to 1sr order statistics, 2nd order statistics and combined parameters (requires PLS Toolbox).
Basic image processing:
- cropping, resizing
- histogram equalization
Filtering:
- averaging
- contrast enhancement
Works with most types of Image formats:
JPEG, TIFF, BMP and more (see imread for format types)
RGB images are converted to grayscale
Opens MAT files containing variable IMAGES
To run, type:
image_features
Cite As
Kateryna Artyushkova (2024). GUI for calculating 1st and 2nd order statistics from images (https://www.mathworks.com/matlabcentral/fileexchange/27170-gui-for-calculating-1st-and-2nd-order-statistics-from-images), MATLAB Central File Exchange. Retrieved .
MATLAB Release Compatibility
Platform Compatibility
Windows macOS LinuxCategories
- Image Processing and Computer Vision > Image Processing Toolbox > Geometric Transformation and Image Registration >
- Image Processing and Computer Vision > Image Processing Toolbox > Image Segmentation and Analysis > Image Transforms >
Tags
Acknowledgements
Inspired by: GUI for calculating roughness parameters of images.
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Version | Published | Release Notes | |
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1.0.0.0 |