Dictionary Learning for Noisy and Incomplete Hyperspectral Images

DOI10.1137/110837486zbMath1316.62094OpenAlexW2031299022MaRDI QIDQ2912261

Mingyuan Zhou, Zhengming Xing, Lawrence Carin, Alexey Castrodad, Guillermo Sapiro

Publication date: 14 September 2012

Published in: SIAM Journal on Imaging Sciences (Search for Journal in Brave)

Full work available at URL: https://semanticscholar.org/paper/99a98ea99a1f6946341c349cf8ccf2c58ba9afdb

zbMATH Keywords

interpolationGaussian processGibbs samplerdenoisingmissing databeta processIndian buffet processdictionary learningsparse codinghyperspectral imageryparameter-freeBayesian framework

Mathematics Subject Classification ID

Gaussian processes (60G15) Bayesian inference (62F15) Image analysis in multivariate analysis (62H35) Computing methodologies for image processing (68U10) Image processing (compression, reconstruction, etc.) in information and communication theory (94A08)

Related Items (13)

Tensor train rank minimization with hybrid smoothness regularization for visual data recovery ⋮ A Proximal Markov Chain Monte Carlo Method for Bayesian Inference in Imaging Inverse Problems: When Langevin Meets Moreau ⋮ The pre-image problem for Laplacian Eigenmaps utilizing L ₁ regularization with applications to data fusion ⋮ Matrix factorization for low-rank tensor completion using framelet prior ⋮ Trace class Markov chains for the normal-gamma Bayesian shrinkage model ⋮ A mixture of nuclear norm and matrix factorization for tensor completion ⋮ Tensor completion using total variation and low-rank matrix factorization ⋮ Efficient Bayesian Computation by Proximal Markov Chain Monte Carlo: When Langevin Meets Moreau ⋮ Tensor train rank minimization with nonlocal self-similarity for tensor completion ⋮ Robust Schatten-\(p\) norm based approach for tensor completion ⋮ Uncertainty Quantification for Modern High-Dimensional Regression via Scalable Bayesian Methods ⋮ Maximum-a-Posteriori Estimation with Bayesian Confidence Regions ⋮ Parallel matrix factorization for low-rank tensor completion

This page was built for publication: Dictionary Learning for Noisy and Incomplete Hyperspectral Images