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Shaoyang Li

2 accepted papers

2017

Variational inference for nonparametric subspace dictionary learning with hierarchical beta process

ICASSP 2017accepted

Nonparametric Bayesian models have been implemented in dictionary learning. However, for signal samples from multiple subspaces, existing methods only learn one uniform dictionary and thus are not optimal for representing the subspace structures. To address this issue, we first utilize a combination…

Cited by 1SourceScholar
2016

Variational Bayesian image fusion based on combined sparse representations

ICASSP 2016accepted

Hyper-spectral image fusion has been a hot topic in medical imaging and remote sensing. This paper proposes a Bayesian fusion model which combines the panchromatic (PAN) image and the low spatial resolution hyper-spectral (HS) image under the same framework. Sparsity constraint is introduced as doub…

Cited by 0SourceScholar