Gabor Feature Extraction

This program generates a custom Gabor filter bank; and extracts the image features using them.
34.2K Downloads
Updated 2 Jun 2018

The first function named "gaborFilterBank.m" generates a custom-sized Gabor filter bank. It creates a u by v cell array, whose elements are m by n matrices; each matrix being a 2-D Gabor filter. The second function named "gaborFeatures.m" extracts the Gabor features of an input image. It creates a column vector, consisting of the Gabor features of the input image. The feature vectors are normalized to zero mean and unit variance. At the end of each file there is a Show section that plots the filters and shows the filtered images. These are only for illustration purpose, and you can comment them as you wish.


More details can be found in:

M. Haghighat, S. Zonouz, M. Abdel-Mottaleb, "CloudID: Trustworthy cloud-based and cross-enterprise biometric identification," Expert Systems with Applications, vol. 42, no. 21, pp. 7905-7916, 2015.
http://dx.doi.org/10.1016/j.eswa.2015.06.025


(C) Mohammad Haghighat, University of Miami
haghighat@ieee.org
PLEASE CITE THE ABOVE PAPER IF YOU USE THIS CODE.

Cite As

Mohammad Haghighat (2024). Gabor Feature Extraction (https://github.com/mhaghighat/gabor), GitHub. Retrieved .

MATLAB Release Compatibility
Created with R2015a
Compatible with any release
Platform Compatibility
Windows macOS Linux

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Version Published Release Notes
1.7.0.0

MATLAB Toolbox File Format
Linked to Github

1.6.0.0

MATLAB Toolbox File Format

1.5.0.0

Took care of the RGB images

1.4.0.0

Take care of the RGB images

1.3.0.0

Added description

1.2.0.0

Fixed a bug

1.1.0.0

Added a reference

1.0.0.0

To view or report issues in this GitHub add-on, visit the GitHub Repository.
To view or report issues in this GitHub add-on, visit the GitHub Repository.