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Project: Texture Segmentation using Gabor Filters and K-means Clustering

Table of Contents

Abstract

This is a report of a course project to implement texture segmentation system using filtering methods. I basically followed "Unsupervised Texture Segmentation using Gabor Filters" by A. K. Jain and F. Farrokhnia [1].

The completed report is available at fileGaborTextureSegment.pdf

data.20.png
seg.data.20.png
First Edition: Oct 2006. Last Modified: Oct 2006
Tag: Scientific ComputerVision Segmentation Matlab

Source Codes

If something is missing, look cvpr:.

Experiments

Run Code

>> cvGaborTextureSegmentRun('data.20.png', 5)

Input Image

data.20.png

Result

seg.data.20.png

Discussion

The above result is the best one among ten trials. I could not obtain a clear result like above in most of cases. It looks this method is not so great.

References