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A computational model of texture segmentation

Malik, Jitendra and Perona, Pietro (1988) A computational model of texture segmentation. In: Twenty Second Asilomar Conference on Signals, Systems and Computers. No.1. Maple Press , San Jose, CA, pp. 490-494. ISBN 232342198 http://resolver.caltech.edu/CaltechAUTHORS:20120621-084129947

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Abstract

We present a computational model of human texture segmentation and argue for its utility in machine vision. Major theories due to Julesz and Beck attribute preattentive texture segmentation to differences in first-order statistics of stimulus features such as orientation, size and brightness of constituent elements. An alternative approach seeks to exploit psychophysically observed spatial frequency channels and neurophysiologically observed blob, bar and edge-sensitive mechanisms, and perform simple computations on the outputs of these to find texture boundaries. Previous models in this framework have been incompletely specified; our model is precisely stated and applicable to arbitrary grey scale textures. We claim that the responses of two types of mechanisms are necessary and sufficient: (a) center-surround mechanisms of various widths, and (b)oriented mechanisms of various widths and orientations which are even-symmetric about their axes. Simulation data on a number of texture pairs is presented.


Item Type:Book Section
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http://dx.doi.org/10.1109/ACSSC.1988.754042DOIUNSPECIFIED
http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=754042PublisherUNSPECIFIED
Additional Information:© 1988 IEEE Maple Press. Date of Current Version: 06 August 2002. We thank Paul Kube and Martin Banks for many useful discussions. This research was funded in part by an IBM Faculty Development Award and by SRC.
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IBM Faculty Development AwardUNSPECIFIED
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Record Number:CaltechAUTHORS:20120621-084129947
Persistent URL:http://resolver.caltech.edu/CaltechAUTHORS:20120621-084129947
Official Citation:Malik, J.; Perona, P.; , "A Computational Model Of Texture Segmentation," Signals, Systems and Computers, 1988. Twenty-Second Asilomar Conference on , vol.1, no., pp.490-494, 1988 doi: 10.1109/ACSSC.1988.754042 URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=754042&isnumber=16283
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:31998
Collection:CaltechAUTHORS
Deposited By: Ruth Sustaita
Deposited On:21 Jun 2012 18:43
Last Modified:26 Dec 2012 15:21

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