Search Results for author: Yicong He

Found 4 papers, 1 papers with code

Scalable and Robust Tensor Ring Decomposition for Large-scale Data

no code implementations15 May 2023 Yicong He, George K. Atia

Tensor ring (TR) decomposition has recently received increased attention due to its superior expressive performance for high-order tensors.

Coarse to Fine Two-Stage Approach to Robust Tensor Completion of Visual Data

no code implementations19 Jun 2021 Yicong He, George K. Atia

To efficiently mitigate the effect of a large number of outliers on tensor recovery, we develop a new M-estimator-based robust tensor ring recovery method which can adaptively identify the outliers and alleviate their negative effect in the optimization.

Patch Tracking-based Streaming Tensor Ring Completion for Visual Data Recovery

no code implementations30 May 2021 Yicong He, George K. Atia

In applications where the data arrives sequentially such as streaming video completion, the missing entries of the tensor need to be dynamically recovered in a streaming fashion.

Matrix Completion

Robust Low-tubal-rank Tensor Completion based on Tensor Factorization and Maximum Correntopy Criterion

1 code implementation22 Oct 2020 Yicong He, George K. Atia

The goal of tensor completion is to recover a tensor from a subset of its entries, often by exploiting its low-rank property.

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