Center-symmetric local binary patterns (CSLBP)

版本 1.2.0.0 (1.2 KB) 作者: Junaid
An extension of Local Binary Pattern (LBP), that is quantized in nature. Used as descriptor.
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更新时间 2018/7/10

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This computes the Histogram of CSLBP operator, which is an extension of LBP. Using CSLBP is really efficient for illumination and blur type of image transformation. It returns the unnormalized CSLBP histogram of length 16. One can easliy normlize as per his application.
Mostly, it is used as keypoint descriptor. Detect the keypoints, estimate the local patch around the keypoint and then compute the CSLBP descriptor. However, for the sake of simiplicity, below example compute the image level descriptor instead local keypoint descriptor.
Example:

%% Load image
img = imread('myImage.jpg');
%% conver to gray scale if RGB
img = rgb2gray(img);
h = CSLBP(img); % it returns the CSLBP histogram of given image/patch.

One can easily normalize the vector between 0-1 as suggested in original paper
h = h./sum(h);

引用格式

Junaid (2024). Center-symmetric local binary patterns (CSLBP) (https://www.mathworks.com/matlabcentral/fileexchange/34827-center-symmetric-local-binary-patterns-cslbp), MATLAB Central File Exchange. 检索时间: .

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版本 已发布 发行说明
1.2.0.0

Description added
Example is included to compute the CSLBP
Change the comments only.

1.0.0.0