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

Classification of very high resolution SAR images of urban areas by dictionary-based mixture models, copulas, and Markov random fields using textural features

10.1117/12.865023 ◽

2010 ◽

Cited By ~ 1

Author(s):

Aurélie Voisin ◽

Gabriele Moser ◽

Vladimir A. Krylov ◽

Sebastiano B. Serpico ◽

Josiane Zerubia

Keyword(s):

High Resolution ◽

Mixture Models ◽

Random Fields ◽

Urban Areas ◽

Markov Random Fields ◽

Textural Features ◽

Sar Images ◽

Markov Random ◽

Very High

Download Full-text

Combining Markov Random Fields and Convolutional Neural Networks for Image Synthesis

2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) ◽

10.1109/cvpr.2016.272 ◽

2016 ◽

Cited By ~ 201

Author(s):

Chuan Li ◽

Michael Wand

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Random Fields ◽

Markov Random Fields ◽

Image Synthesis ◽

Markov Random

Download Full-text

Classification of Polarimetric SAR Images Based on Combining Support Vector Machine Classifier and Markov Random Fields

Journal of Geospatial Information Technology ◽

10.29252/jgit.3.4.1 ◽

2016 ◽

Vol 3 (4) ◽

pp. 1-18

Author(s):

Ali Masjedi ◽

Yasser Maghsoudi ◽

Mohamad Javad Valadan Zoej ◽

◽

...

Keyword(s):

Support Vector Machine ◽

Random Fields ◽

Markov Random Fields ◽

Support Vector Machine Classifier ◽

Support Vector ◽

Polarimetric Sar ◽

Sar Images ◽

Markov Random

Download Full-text

Data-Independent Feature Learning with Markov Random Fields in Convolutional Neural Networks

Neurocomputing ◽

10.1016/j.neucom.2019.03.107 ◽

2020 ◽

Vol 378 ◽

pp. 24-35

Author(s):

Yao Peng ◽

Richard Hankins ◽

Hujun Yin

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Random Fields ◽

Markov Random Fields ◽

Feature Learning ◽

Markov Random

Download Full-text

Unsupervised Classification of SAR Images Using Markov Random Fields and ${\cal G}_{I}^{0}$ Model

IEEE Geoscience and Remote Sensing Letters ◽

10.1109/lgrs.2010.2073678 ◽

2011 ◽

Vol 8 (2) ◽

pp. 350-353 ◽

Cited By ~ 15

Author(s):

Mery Picco ◽

Gabriela Palacio

Keyword(s):

Random Fields ◽

Markov Random Fields ◽

Unsupervised Classification ◽

Sar Images ◽

Markov Random

Download Full-text

Improved object segmentation using Markov random fields, artificial neural networks, and parallel processing techniques

10.1117/12.280826 ◽

1997 ◽

Cited By ~ 1

Author(s):

Stephen B. Foulkes ◽

David M. Booth

Keyword(s):

Neural Networks ◽

Artificial Neural Networks ◽

Parallel Processing ◽

Random Fields ◽

Markov Random Fields ◽

Object Segmentation ◽

Markov Random ◽

Artificial Neural ◽

Processing Techniques

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

Wavelet-Based Despeckling of SAR Images Using Gauss–Markov Random Fields

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/tgrs.2007.906093 ◽

2007 ◽

Vol 45 (12) ◽

pp. 4127-4143 ◽

Cited By ~ 42

Author(s):

Dusan Gleich ◽

Mihai Datcu

Keyword(s):

Random Fields ◽

Markov Random Fields ◽

Sar Images ◽

Markov Random ◽

Gauss Markov Random Fields

Download Full-text

Classification of hyperspectral spatial/spectral patterns using Gauss-Markov random fields

10.1117/12.666041 ◽

2006 ◽

Cited By ~ 3

Author(s):

Heidi A. Smartt ◽

J. Scott Tyo

Keyword(s):

Random Fields ◽

Markov Random Fields ◽

Markov Random ◽

Gauss Markov Random Fields ◽

Spectral Patterns

Download Full-text

Unsupervised change detection with high-resolution SAR images by edge-preserving Markov random fields and graph-cuts

2012 IEEE International Geoscience and Remote Sensing Symposium ◽

10.1109/igarss.2012.6351112 ◽

2012 ◽

Cited By ~ 3

Author(s):

Gabriele Moser ◽

Sebastiano B. Serpico

Keyword(s):

High Resolution ◽

Change Detection ◽

Random Fields ◽

Markov Random Fields ◽

Graph Cuts ◽

Sar Images ◽

Edge Preserving ◽

Markov Random

Download Full-text