Clustering of Hyperspectral Images with an Ensemble Method Based on Fuzzy C-Means and Markov Random Fields

Haikel Alhichri; Nassim Ammour; Naif Alajlan; Yakoub Bazi

doi:10.1007/s13369-014-1037-3

Clustering of Hyperspectral Images with an Ensemble Method Based on Fuzzy C-Means and Markov Random Fields

Arabian Journal for Science and Engineering ◽

10.1007/s13369-014-1037-3 ◽

2014 ◽

Vol 39 (5) ◽

pp. 3747-3757 ◽

Cited By ~ 6

Author(s):

Haikel Alhichri ◽

Nassim Ammour ◽

Naif Alajlan ◽

Yakoub Bazi

Keyword(s):

Random Fields ◽

Markov Random Fields ◽

Ensemble Method ◽

Hyperspectral Images ◽

Fuzzy C Means ◽

Markov Random

Download Full-text

Spectral-spatial classification of hyperspectral images using wavelet transform and hidden Markov random fields

Geocarto International ◽

10.1080/10106049.2017.1303087 ◽

2017 ◽

Vol 33 (8) ◽

pp. 771-790 ◽

Cited By ~ 4

Author(s):

Elham Kordi Ghasrodashti ◽

Mohammad Sadegh Helfroush ◽

Habibollah Danyali

Keyword(s):

Wavelet Transform ◽

Random Fields ◽

Markov Random Fields ◽

Hidden Markov ◽

Hyperspectral Images ◽

Spatial Classification ◽

Markov Random

Download Full-text

UNSUPERVISED SEGMENTATION OF HYPERSPECTRAL IMAGES USING GAUSS-MARKOV RANDOM FIELDS AND PCA

Frontiers of Remote Sensing Information Processing ◽

10.1142/9789812796752_0014 ◽

2003 ◽

pp. 329-345

Author(s):

C. H. Chen ◽

Hao Chen

Keyword(s):

Random Fields ◽

Markov Random Fields ◽

Hyperspectral Images ◽

Unsupervised Segmentation ◽

Markov Random ◽

Gauss Markov Random Fields

Download Full-text

Spectral–Spatial Classification of Hyperspectral Images Based on Hidden Markov Random Fields

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/tgrs.2013.2263282 ◽

2014 ◽

Vol 52 (5) ◽

pp. 2565-2574 ◽

Cited By ~ 108

Author(s):

Pedram Ghamisi ◽

Jon Atli Benediktsson ◽

Magnus Orn Ulfarsson

Keyword(s):

Random Fields ◽

Markov Random Fields ◽

Hidden Markov ◽

Hyperspectral Images ◽

Spatial Classification ◽

Markov Random

Download Full-text

Unmixing hyperspectral images using Markov random fields

10.1063/1.3573630 ◽

2011 ◽

Author(s):

Olivier Eches ◽

Nicolas Dobigeon ◽

Jean-Yves Tourneret ◽

Ali Mohammad-Djafari ◽

Jean-François Bercher ◽

...

Keyword(s):

Random Fields ◽

Markov Random Fields ◽

Hyperspectral Images ◽

Markov Random

Download Full-text

A labeling scheme based on Markov Random Fields and Gaussian mixture models for hyperspectral images

2008 International Conference on Machine Learning and Cybernetics ◽

10.1109/icmlc.2008.4621033 ◽

2008 ◽

Author(s):

Xiu-Qin Huang ◽

Zhi-Wu Liao

Keyword(s):

Mixture Models ◽

Random Fields ◽

Markov Random Fields ◽

Gaussian Mixture Models ◽

Gaussian Mixture ◽

Hyperspectral Images ◽

Markov Random ◽

Labeling Scheme

Download Full-text

Detecting brain tumor in computed tomography images using Markov random fields and fuzzy C-means clustering techniques

10.1063/1.4915191 ◽

2015 ◽

Cited By ~ 1

Author(s):

Hayder Saad Abdulbaqi ◽

Mohd Zubir Mat Jafri ◽

Ahmad Fairuz Omar ◽

Iskandar Shahrim Bin Mustafa ◽

Loay Kadom Abood

Keyword(s):

Computed Tomography ◽

Brain Tumor ◽

Random Fields ◽

Markov Random Fields ◽

Clustering Techniques ◽

Fuzzy C Means ◽

Computed Tomography Images ◽

Markov Random ◽

Fuzzy C Means Clustering

Download Full-text

Spatial-spectral classification of hyperspectral images: a deep learning framework with Markov Random fields based modelling

IET Image Processing ◽

10.1049/iet-ipr.2018.5727 ◽

2019 ◽

Vol 13 (2) ◽

pp. 235-245 ◽

Cited By ~ 8

Author(s):

Chunmei Qing ◽

Jiawei Ruan ◽

Xiangmin Xu ◽

Jinchang Ren ◽

Jaime Zabalza

Keyword(s):

Deep Learning ◽

Random Fields ◽

Markov Random Fields ◽

Hyperspectral Images ◽

Spectral Classification ◽

Learning Framework ◽

Markov Random

Download Full-text

An active learning method based on Markov random fields for hyperspectral images classification

2015 7th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS) ◽

10.1109/whispers.2015.8075483 ◽

2015 ◽

Author(s):

Shujin Sun ◽

Ping Zhong ◽

Huaitie Xiao ◽

Fang Liu ◽

Runsheng Wang

Keyword(s):

Active Learning ◽

Random Fields ◽

Markov Random Fields ◽

Hyperspectral Images ◽

Learning Method ◽

Markov Random ◽

Active Learning Method

Download Full-text

Markov random fields for joint unmixing and segmentation of hyperspectral images

2010 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing ◽

10.1109/whispers.2010.5594841 ◽

2010 ◽

Cited By ~ 2

Author(s):

Olivier Eches ◽

Nicolas Dobigeon ◽

Jean-Yves Tourneret

Keyword(s):

Random Fields ◽

Markov Random Fields ◽

Hyperspectral Images ◽

Markov Random

Download Full-text

Sparse-Based Classification of Hyperspectral Images Using Extended Hidden Markov Random Fields

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing ◽

10.1109/jstars.2018.2789401 ◽

2018 ◽

Vol 11 (11) ◽

pp. 4101-4112 ◽

Cited By ~ 6

Author(s):

Elham Kordi Ghasrodashti ◽

Mohammad Sadegh Helfroush ◽

Habibollah Danyali

Keyword(s):

Random Fields ◽

Markov Random Fields ◽

Hidden Markov ◽

Hyperspectral Images ◽

Markov Random

Download Full-text