NDLI: MR brain imaging segmentation based on spatial Gaussian mixture model and Markov random field

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2015 IEEE International Conference on Image Processing (ICIP)

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Relevance vector machine learning for detection of microcalcifications in mammograms

Microarray image addressing based on the Radon transform

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Improved color filter array demosaicking by accurate luminance estimation

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3D wavelet video coding with replicated matching pursuits

The M-term pursuit for image representation and progressive compression

Optimal representations in multitree dictionaries with application to compression

Oriented wavelet transform on a quincunx pyramid for image compression

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Noise reduction in 3D images using morphological amoebas

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Image denoising using adaptive switching median filter

Finding the global minimum for binary image restoration

Minimization of detail-preserving regularization functional by Newton's method with continuation

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Detection and estimation of rotational motions using the 3-D Gabor representation

Dense optical flow by iterative local window registration

Multiresolution parametric estimation of transparent motions

Shape space sampling distributions and their impact on visual tracking

A nonlinear multigrid diffusion model for efficient dense optical flow estimation

Robust and fast global motion estimation oriented to video object segmentation

Motion-compensation using variable-size block-matching with binary partition trees

Semi-fragile watermarking for video quality evaluation in broadcast scenario

Optimized transcoding rate selection and packet scheduling for transmitting multiple video streams over a shared channel

Optimal adaptation strategies for Golomb codes on correlated sources

Network embedded FEC (NEF) for video multicast in presence of packet loss correlation

Joint source-network error control coding for scalable overlay video streaming

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Analysis of distortion due to packet loss in streaming video transmission over wireless communication links

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Adaptive watermarking schemes based on a redundant contourlet transform

Scaling detection method for watermarked MPEG content

Hierarchical deterministic image watermarking via polynomial interpolation

Fusion of color edge detection and color quantization for color image watermarking using principal axis analysis

Collusion-resistant intentional de-synchronization for digital video fingerprinting

Objective evaluation of the perceptual quality of 3D watermarking

The M-band wavelets in image watermarking

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Implementation of level transformations for hiding watermarks in image bit-planes under limited level changes

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Variational level set methods: from continuous to discrete setting, applications in video segmentation and tracking

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An automatic segmentation of color images by using a combination of mixture modelling and adaptive region information: a level set approach

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Segmenting non stationary images with triplet Markov fields

Segmentation and appearance model building from an image sequence

Feature selection with nonparametric statistics

A probabilistic approach for shadows modeling and detection

An accurate and low complexity approach of detecting circular shape objects in still color images

Robust determination of rotation-angles for closed regions using moments

Appearance based pose estimation of 3D object using support vector regression

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Optimal algorithm for convexity measure calculation

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Analyzing symmetry in biological systems

New corner detection algorithm by tangent and vertical axes and case table

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Comparison of invariant descriptors for object recognition

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Statistical partitioning of wavelet subbands for texture classification

Wavelet-based texture features: a new method for sub-band characterization

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Color texture retrieval through contourlet-based hidden Markov model

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2004 International Conference on Image Processing, 2004. ICIP '04.

Proceedings 2003 International Conference on Image Processing (Cat. No.03CH37429)

Proceedings. International Conference on Image Processing

Proceedings 2001 International Conference on Image Processing (Cat. No.01CH37205)

Proceedings 2000 International Conference on Image Processing (Cat. No.00CH37101)

Proceedings 1999 International Conference on Image Processing (Cat. 99CH36348)

Proceedings 1998 International Conference on Image Processing. ICIP98 (Cat. No.98CB36269)

Proceedings of International Conference on Image Processing

Proceedings of 3rd IEEE International Conference on Image Processing

Proceedings., International Conference on Image Processing

Proceedings of 1st International Conference on Image Processing

MR brain imaging segmentation based on spatial Gaussian mixture model and Markov random field

Content Provider	IEEE Xplore Digital Library
Author	Zhigang Peng Wee, W. Jing-Huei Lee
Copyright Year	2005
Description	Author affiliation: Electr. adn Comput. Eng. & Comput. Sci., Cincinnati Univ., OH, USA (Zhigang Peng; Wee, W.)
Abstract	We present a novel method to effectively segment the three dimensional MR brain images (volumes) with severe intensity nonuniformity. The segmentation problem was formulated using maximum a posterior probability and Markov random filed (MAP-MRF) framework. A novel spatial Gaussian mixture model (SGMM) is used to represent the intensity probability distribution of each of the three brain tissues (WM, GM and CSF), and MRF is used to compute the prior probability. This method consists of a learning process based on expectation maximization algorithm (EM) to estimate the parameters of SGMM, and a classification algorithm based on iterated conditional modes (ICM) to perform the segmentation of the sequential brain images using the parameters obtained from the learning process. The results on the simulated and twenty in vivo MR brain volumes demonstrate the efficiency of this method. We also present the comparison results with other published methods.
File Size	188408
File Format	PDF
ISBN	0780391349
DOI	10.1109/ICIP.2005.1529750
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2005-09-14
Publisher Place	Italy
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Image segmentation Brain modeling Markov random fields Image analysis Pixel Biomedical imaging Biomedical engineering Radio frequency Coils Biomedical computing Gaussian mixture model medical image analysi image segmentation Markov random filed maximum a posterior probability
Content Type	Text
Resource Type	Article

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