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Learning to classify with possible sensor failures


Feb 22, 2016
Tianpei Xie, Nasser M. Nasrabadi, Alfred O. Hero

* 13 pages, submitted to IEEE Transaction of Signal Processing, Feb 2016 

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Sparse Coding with Fast Image Alignment via Large Displacement Optical Flow


Dec 21, 2015
Xiaoxia Sun, Nasser M. Nasrabadi, Trac D. Tran

* ICASSP 2016 

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Multimodal Task-Driven Dictionary Learning for Image Classification


Oct 27, 2015
Soheil Bahrampour, Nasser M. Nasrabadi, Asok Ray, W. Kenneth Jenkins

* To appear at IEEE Transactions on Image Processing 

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Semi-supervised Multi-sensor Classification via Consensus-based Multi-View Maximum Entropy Discrimination


Jul 05, 2015
Tianpei Xie, Nasser M. Nasrabadi, Alfred O. Hero III

* 5 pages, 4 figures, Accepted in 40th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 15) 

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Kernel Task-Driven Dictionary Learning for Hyperspectral Image Classification


Feb 10, 2015
Soheil Bahrampour, Nasser M. Nasrabadi, Asok Ray, Kenneth W. Jenkins

* 5 pages, IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2015 

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Task-Driven Dictionary Learning for Hyperspectral Image Classification with Structured Sparsity Constraints


Feb 03, 2015
Xiaoxia Sun, Nasser M. Nasrabadi, Trac D. Tran


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Quality-based Multimodal Classification Using Tree-Structured Sparsity


Mar 08, 2014
Soheil Bahrampour, Asok Ray, Nasser M. Nasrabadi, Kenneth W. Jenkins

* CVPR 2014, pp. 4114 - 4121 
* To Appear in 2014 IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2014) 

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Structured Priors for Sparse-Representation-Based Hyperspectral Image Classification


Jan 16, 2014
Xiaoxia Sun, Qing Qu, Nasser M. Nasrabadi, Trac D. Tran

* IEEE Geoscience and Remote Sensing Letter 

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