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ftarsett/lbp

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Author:
ftarsett
Upload date:
July 10, 2009, 6:47 p.m.
Summary:
This heuristics computes a Local Binary Pattern (LBP)
Description:

It compares the pixel values to the center pixel.


x x x
x o x
x x x


The pixels x are compared to the value of the pixel o. Result returned is an LBP code value (8 bits example : 00100111). If x is greater than o the returned value is 1 otherwise 0.


In the following example:


110 160 205
111 150 130
90 155 85


the pixels are compared to the center pixel value 150 so the LBP code will be [01100010]

Evaluation:
Configuration Training error ( sd ) Test error ( sd ) Rank
caltech-256 0.76% (0.926) 50.09% (12.941) 55
cifar-10 41.96% (3.764) 45.03% (3.842) 43
coil-100 0.02% (0.037) 15.57% (2.227) 53
mini-mnist 2.83% (1.352) 6.87% (1.936) 30
mugs 11.26% (0.339) 12.36% (0.235) 29
All configurations 51