A Classifier Based on Superpixels and Markov Random Fields for Multiple Sclerosis Lesions on Magnetic Resonance Images

Fusing Markov Random Fields with Anatomical Knowledge and Shape Based Analysis to Segment Multiple Sclerosis White Matter Lesions in Magnetic Resonance Images of the Brain

Bildverarbeitung für die Medizin 2002 - Informatik aktuell ◽

10.1007/978-3-642-55983-9_42 ◽

2002 ◽

pp. 185-188 ◽

Cited By ~ 6

Author(s):

Stephan Al-Zubi ◽

Klaus Toennies ◽

Nils Bodammer ◽

Hermann Hinrichs

Keyword(s):

Multiple Sclerosis ◽

White Matter ◽

Magnetic Resonance ◽

Random Fields ◽

Markov Random Fields ◽

White Matter Lesions ◽

Magnetic Resonance Images ◽

Markov Random ◽

Anatomical Knowledge ◽

The Brain

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Fusing Markov random fields with anatomical knowledge and shape-based analysis to segment multiple sclerosis white matter lesions in magnetic resonance images of the brain

10.1117/12.467160 ◽

2002 ◽

Cited By ~ 2

Author(s):

Stephan AlZubi ◽

Klaus D. Toennies ◽

N. Bodammer ◽

Herman Hinrichs

Keyword(s):

Multiple Sclerosis ◽

White Matter ◽

Magnetic Resonance ◽

Random Fields ◽

Markov Random Fields ◽

White Matter Lesions ◽

Magnetic Resonance Images ◽

Markov Random ◽

Anatomical Knowledge ◽

The Brain

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Segmentation of magnetic resonance images using fuzzy Markov random fields

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

10.1109/icip.2001.958307 ◽

2002 ◽

Cited By ~ 3

Author(s):

S. Ruan ◽

B. Moretti ◽

J. Fadili ◽

D. Bloyet

Keyword(s):

Magnetic Resonance ◽

Random Fields ◽

Markov Random Fields ◽

Magnetic Resonance Images ◽

Markov Random

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Maximum pseudolikelihood estimation with Markov random fields in the segmentation of brain magnetic resonance images

10.14264/uql.2019.574 ◽

2019 ◽

Author(s):

Amy Chan

Keyword(s):

Magnetic Resonance ◽

Random Fields ◽

Markov Random Fields ◽

Magnetic Resonance Images ◽

Markov Random ◽

Maximum Pseudolikelihood Estimation ◽

Maximum Pseudolikelihood

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Detecting brain tumor in Magnetic Resonance Images using Hidden Markov Random Fields and Threshold techniques

2014 IEEE Student Conference on Research and Development ◽

10.1109/scored.2014.7072963 ◽

2014 ◽

Cited By ~ 8

Author(s):

Hayder Saad Abdulbaqi ◽

Mohd Zubir Mat ◽

Ahmad Fairuz Omar ◽

Iskandar Shahrim Bin Mustafa ◽

Loay Kadom Abood

Keyword(s):

Brain Tumor ◽

Magnetic Resonance ◽

Random Fields ◽

Markov Random Fields ◽

Hidden Markov ◽

Magnetic Resonance Images ◽

Markov Random

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Denoising model for parallel magnetic resonance imaging images using higher-order Markov random fields

IET Image Processing ◽

10.1049/iet-ipr.2016.0141 ◽

2016 ◽

Vol 10 (12) ◽

pp. 962-970 ◽

Cited By ~ 2

Author(s):

Zhihuo Xu ◽

Quan Shi

Keyword(s):

Magnetic Resonance Imaging ◽

Magnetic Resonance ◽

Random Fields ◽

Markov Random Fields ◽

Higher Order ◽

Resonance Imaging ◽

Parallel Magnetic Resonance Imaging ◽

Markov Random

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False Discovery Rate Control in Magnetic Resonance Imaging Studies via Markov Random Fields

IEEE Transactions on Medical Imaging ◽

10.1109/tmi.2014.2322369 ◽

2014 ◽

Vol 33 (8) ◽

pp. 1735-1748 ◽

Cited By ~ 8

Author(s):

Hien D. Nguyen ◽

Geoffrey J. McLachlan ◽

Nicolas Cherbuin ◽

Andrew L. Janke

Keyword(s):

Magnetic Resonance Imaging ◽

Magnetic Resonance ◽

False Discovery Rate ◽

Rate Control ◽

Random Fields ◽

Markov Random Fields ◽

Resonance Imaging ◽

Imaging Studies ◽

False Discovery ◽

Markov Random

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Probabilistic Multiple Sclerosis Lesion Detection using Superpixels and Markov Random Fields

10.17488/rmib.41.3.3 ◽

2020 ◽

Author(s):

◽

Alejandro Reyes

Keyword(s):

Multiple Sclerosis ◽

Random Fields ◽

Markov Random Fields ◽

Lesion Detection ◽

Multiple Sclerosis Lesion ◽

Markov Random

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Cerebral magnetic resonance image segmentation using fuzzy Markov Random Fields

Proceedings IEEE International Symposium on Biomedical Imaging ◽

10.1109/isbi.2002.1029237 ◽

2003 ◽

Cited By ~ 2

Author(s):

Su Ruan ◽

D. Bloyet ◽

M. Revenu ◽

Weibei Dou ◽

Qingming Liao

Keyword(s):

Image Segmentation ◽

Magnetic Resonance ◽

Random Fields ◽

Magnetic Resonance Image ◽

Markov Random Fields ◽

Markov Random

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Multispectral Tissue Characterization In Magnetic Resonance Imaging Using Bayesian Estimation And Markov Random Fields

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society Volume 13: 1991 ◽

10.1109/iembs.1991.683841 ◽

2005 ◽

Author(s):

M. Goldbach ◽

W. Menhardt ◽

J. Stevens

Keyword(s):

Magnetic Resonance Imaging ◽

Magnetic Resonance ◽

Bayesian Estimation ◽

Random Fields ◽

Markov Random Fields ◽

Tissue Characterization ◽

Resonance Imaging ◽

Markov Random

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