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Abstract: We introduce a new image texture segmentation algorithm, HMTseg, based on wavelet-domain hidden Markov tree (HMT) models. The HMT model is a tree-structured probabilistic graph that captures the statistical properties of wavelet coefficients. Since the HMT is particularly well suited to images containing singularities (edges and ridges), it provides provides a good classifier for textures. Utilizing the inherent tree structure of the wavelet HMT and its fast training and likelihood computation... (Update)
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BibTeX entry: (Update)
@inproceedings{ choiimage,
author = "Hyeokho Choi and Richard Baraniuk",
title = "Image segmentation using wavelet-domain classification",
pages = "???--???",
url = "citeseer.ist.psu.edu/choi99image.html" }
Citations (may not include all citations):1362 A tutorial on hidden Markov models and selected applications.. (context) - Rabiner - 1989
1064 A theory for multiresolution signal decomposition: The wavel.. (context) - Mallat - 1989
682 Embedded image coding using zerotrees of wavelet coefficient.. - Shapiro - 1993
548 Stochastic relaxation, gibbs distribution, and the Bayesian .. (context) - Geman, Geman - 1984
519 A Wavelet Tour of Signal Processing (context) - Mallat - 1998
199 The lifting scheme: A custom-design construction of biorthog.. (context) - Sweldens - 1996
193 Singularity detection and processing with wavelets - Mallat, Hwang - 1992
150 Wavelet-based statistical signal processing using hidden Mar.. - Crouse, Nowak et al. - 1998
116 Modeling and segmentation of noisy and textured images using.. (context) - Derin, Elliot - 1987
115 Graphical Models for Machine Learning and Digital Communicat.. (context) - Frey - 1998
102 A multiscale random field model for Bayesian image segmentat.. - Bouman, Shapiro - 1994
84 Noise removal via Bayesian wavelet coring - Simoncelli, Adelson - 1996
60 Analysis of multiresolution image denoising schemes using ge.. - Moulin, Liu - 1998
55 Classification of textures using Gaussian Markov random fiel.. (context) - Challappa, Chatterjee - 1985
19 Multiscale segmentation and anomaly enhancement of SAR image.. (context) - Fosgate, Krim et al. - 1997
15 Multiscale image segmentation using wavelet-domain hidden ma.. - Choi, Baraniuk - 1999
14 An estimation-theoretic approach to terrain image segmentati.. (context) - Therrien - 1983
13 Simplified wavelet-domain hidden Markov models using context.. (context) - Crouse, Baraniuk - 1997
11 Wavlets and Subband Coding (context) - Vetterli, Kovacevi'c - 1995
4 Texture: A Photograph Album for Artists and Designers (context) - Brodatz - 1956
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