image thumbnail

Gabor Wavelets

version 1.0.0.0 (84.5 KB) by Mohammad Haghighat
This program generates a custom Gabor filter bank; and extracts the image features using them.

1.3K Downloads

Updated 02 Jun 2018

From GitHub

View license on GitHub

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 (2021). Gabor Wavelets (https://github.com/mhaghighat/gabor), GitHub. Retrieved .

MATLAB Release Compatibility
Created with R2016a
Compatible with any release
Platform Compatibility
Windows macOS Linux

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!
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.