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Hill-Climbing Color Image Segmentation

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Hill-Climbing Color Image Segmentation

by YIQUN

 

29 Nov 2008

color image segmentation using hill-climbing algorithm and kmeans in CIE Lab.

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Description

 Image is first converted to CIE lab color space and the 3d color histogram is generated. Hill-climbing algorithm is used to find the local maximums in lab histogram, which is used to automatically decide the cluster number K as well as initial seeds for K-means.

Required Products Statistics Toolbox
MATLAB release MATLAB 7.4 (R2007a)
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Comments and Ratings (1)
27 Dec 2008 Anton Semechko

very neat algorithm, does not require any explicit assumptions however performance still depends on one input parameter, namely the number of histogram bins (since the number of local maxima is likely be larger at higher resolutions). overall the code is very easy to read and its a very good submission. thanks

ps - couldnt find the first article in your references. if it all possible could you please forward it to me. my e-mail is asemechk@uoguelph.ca. thanks once again

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Tag Activity for this File
Tag Applied By Date/Time
segmentation YIQUN 01 Dec 2008 15:35:09
image processing YIQUN 01 Dec 2008 15:35:09
kmeans YIQUN 01 Dec 2008 15:35:09
hillclimbing YIQUN 01 Dec 2008 15:35:09
kmeans Umair Soori 05 May 2009 03:09:19
hillclimbing vasantha 13 May 2010 02:06:05
hillclimbing Ketan 08 Apr 2011 01:41:58

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