Gabor Feature Extraction

버전 1.7.0.0 (84.5 KB) 작성자: Mohammad Haghighat
This program generates a custom Gabor filter bank; and extracts the image features using them.
다운로드 수: 34.2K
업데이트 날짜: 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.

인용 양식

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

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개발 환경: R2015a
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버전 게시됨 릴리스 정보
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

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이 GitHub 애드온의 문제를 보거나 보고하려면 GitHub 리포지토리로 가십시오.