Date post: | 19-Dec-2015 |
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A New Texture Descriptor: Composite Sub_band
Gradient Vector
2006.3.30
Texture Analysis by Gradient-Based Feature Gradient operator (Sobel) reflect the magnitud
e and direction.
Summing up the magnitude in the same direction.
Every successive k(=10) directions grouped together
)(tan),( 1
Gx
Gyyx
GyGxf
Euclidean distance: measure the difference between two gradient vector.
d
ii babadist1
2)(),(
Composite Subband Gradient Vector drawback
LL sub-image: Both horizontal and vertical direction have low-frequencies.
LH sub-image: Horizontal direction has low-frequencies and vertical direction has high-frequencies
HL sub-image: Horizontal direction has high-frequencies and vertical direction has low-frequencies.
HH sub-image: Both horizontal and vertical direction have high-frequencies.
SGV1 be the sub-image LL SGV2 be the sub-image LH SGV3 be the sub-image HL SGV4 be the sub-image HH
CSGV = SGV1|| SGV2|| SGV3|| SGV4(where || is append operator)
CSGV is called Composite Subband Gradient Vector
(g)=>(h)
(g)=>(i)
Dist.
5.5099 16.6057
Segmentation using Reduced-Length CSG Vectors
Segmentation process into three stages:(1).split stage.(2).merge stage.(3).boundary stage.
Assume that an image I is of size m*m pixels
Split stage.
Merge stage.
Boundary stage.
Result(Split:0.1 Merge:0.7)