Search Results for author: Huyan Huang

Found 4 papers, 1 papers with code

A Unified Framework for Coupled Tensor Completion

no code implementations9 Jan 2020 Huyan Huang, Yipeng Liu, Ce Zhu

To let coupled tensors help each other for missing component estimation, in this paper we utilize TR for coupled completion by sharing parts of the latent factors.

Tensor Decomposition

Robust Low-Rank Tensor Ring Completion

no code implementations31 Mar 2019 Huyan Huang, Yipeng Liu, Ce Zhu

To further deal with its sensitivity to sparse component as it does in tensor principle component analysis, we propose robust tensor ring completion (RTRC), which separates latent low-rank tensor component from sparse component with limited number of measurements.

Shadow Removal

Low-rank Tensor Grid for Image Completion

no code implementations12 Mar 2019 Huyan Huang, Yipeng Liu, Ce Zhu

The recently proposed methods based on tensor train (TT) and tensor ring (TR) show better performance in image recovery than classical ones.

Computational Efficiency

Provable Tensor Ring Completion

1 code implementation8 Mar 2019 Huyan Huang, Yipeng Liu, Ce Zhu

Tensor completion recovers a multi-dimensional array from a limited number of measurements.

Matrix Completion

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