BINARY G GENE NETIC P PROGRAMMI MING B BASED TEXTURE S SEGMENT - - PowerPoint PPT Presentation

▶

Apr 07, 2023 263 likes •384 views

BINARY G GENE NETIC P PROGRAMMI MING B BASED TEXTURE S SEGMENT NTATION PROBLEM DEFINITION Texture segmentation with high accuracy is required for remote sensing and medical image analysis as it could be matter of life or death

SLIDE 1

BINARY G GENE NETIC P PROGRAMMI MING B BASED TEXTURE S SEGMENT NTATION

SLIDE 2

PROBLEM DEFINITION

 Texture segmentation with high accuracy is required for remote sensing and medical image analysis as it could be matter of life or death  Current methods accuracy is Poor

SLIDE 3

RESEARCH QUESTIONS

 How is genetic programming performance compared to traditional methods of texture segmentation?  How rich would genetic programming results will be to an ensemble of methods?  Will utilizing multi genetic classifiers and a voting scheme will enhance genetic programming performance?

SLIDE 4

AGENDA

SLIDE 5

EDGE DETECTION

Edge Detection Algorithm

SLIDE 6

LOCAL BINARY PATTERN: HISTOGRAM MATCHING

Pixel Neighborhood Binary Representation

SLIDE 7

REGION GROWING

SLIDE 8

CO-OCCURRENCE MATRIX

SLIDE 9

LAW’S ENERGY MEASUREMENT

L5 (Gaussian) gives a center-weighted

local average

E5 (Gradient) responds to row or col

step edges

S5 (LOG) detects spots
R5 (Gabor) detects ripples

SLIDE 10