Gabor Feature Extraction

This program generates a custom Gabor filter bank; and extracts the image features using them.
34.3K 次下载
更新时间 2018/6/2

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.

引用格式

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

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无法下载基于 GitHub 默认分支的版本

版本 已发布 发行说明
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

要查看或报告此来自 GitHub 的附加功能中的问题,请访问其 GitHub 仓库
要查看或报告此来自 GitHub 的附加功能中的问题,请访问其 GitHub 仓库