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

Pedram Ghamisi; Jon Atli Benediktsson; Magnus Orn Ulfarsson

doi:10.1109/tgrs.2013.2263282

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

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

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

The spectral-spatial classification of hyperspectral images based on Hidden Markov Random Field and its Expectation-Maximization

2013 IEEE International Geoscience and Remote Sensing Symposium - IGARSS ◽

10.1109/igarss.2013.6721358 ◽

2013 ◽

Cited By ~ 3

Author(s):

Pedram Ghamisi ◽

Jon Atli Benediktsson ◽

Magnus O. Ulfarsson

Keyword(s):

Random Field ◽

Markov Random Field ◽

Expectation Maximization ◽

Hidden Markov ◽

Hyperspectral Images ◽

Spatial Classification ◽

Markov Random ◽

Hidden Markov Random Field

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

Unsupervised classification of radar images using hidden Markov chains and hidden Markov random fields

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/tgrs.2003.809940 ◽

2003 ◽

Vol 41 (3) ◽

pp. 675-686 ◽

Cited By ~ 107

Author(s):

R. Fjortoft ◽

Y. Delignon ◽

W. Pieczynski ◽

M. Sigelle ◽

F. Tupin

Keyword(s):

Markov Chains ◽

Random Fields ◽

Markov Random Fields ◽

Hidden Markov ◽

Unsupervised Classification ◽

Hidden Markov Chains ◽

Radar Images ◽

Markov Random

Download Full-text

Predicting Entity Relationships Using Hidden Markov Random Fields. An Application to Conversion of Greeklish Text

2019 3rd European Conference on Electrical Engineering and Computer Science (EECS) ◽

10.1109/eecs49779.2019.00034 ◽

2019 ◽

Author(s):

Dimitrios James Makris ◽

Nikolaos Papadakis

Keyword(s):

Random Fields ◽

Markov Random Fields ◽

Hidden Markov ◽

Markov Random ◽

Entity Relationships

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

Bayesian Clustering Using Hidden Markov Random Fields in Spatial Population Genetics

Genetics ◽

10.1534/genetics.106.059923 ◽

2006 ◽

Vol 174 (2) ◽

pp. 805-816 ◽

Cited By ~ 215

Author(s):

Olivier François ◽

Sophie Ancelet ◽

Gilles Guillot

Keyword(s):

Population Genetics ◽

Random Fields ◽

Markov Random Fields ◽

Hidden Markov ◽

Bayesian Clustering ◽

Spatial Population ◽

Markov Random

Download Full-text

Classification of multitemporal SAR images using convolutional neural networks and Markov random fields

2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS) ◽

10.1109/igarss.2017.8127432 ◽

2017 ◽

Cited By ~ 2

Author(s):

Carolyne Danilla ◽

Claudio Persello ◽

Valentyn Tolpekin ◽

John Ray Bergado

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Random Fields ◽

Markov Random Fields ◽

Sar Images ◽

Markov Random

Download Full-text

Reservoir Lithology Determination by Hidden Markov Random Fields Based on a Gaussian Mixture Model

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/tgrs.2018.2841059 ◽

2018 ◽

Vol 56 (11) ◽

pp. 6663-6673 ◽

Cited By ~ 7

Author(s):

Runhai Feng ◽

Stefan M. Luthi ◽

Dries Gisolf ◽

Erika Angerer

Keyword(s):

Gaussian Mixture Model ◽

Mixture Model ◽

Random Fields ◽

Markov Random Fields ◽

Hidden Markov ◽

Gaussian Mixture ◽

Markov Random

Download Full-text