Question #$5$ Texture$-$based analysis. $(20$ marks$)$

LBP looks at points surrounding a central point and tests whether the surrounding points are

greater than or less than the central point.

If the following are binary output patterns from a LBP $P_{p,2}^{12},$ please classify them based on

their type of feature representation, like featureless, line, edge, corner, spot, uniform, non$-$

their type of featumhination of them. You may not need to use all of them.

$($c$)$

In the above figures, dark and bright represent pixels that are

central pixel, respectively.