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Low-Rank Tensor Ring Alternating Least Squares With Tikhonov Regularization for Image Completion

Tensor decomposition has become an important technology for recovering missing information in high-dimensional image and video data. Alternatively, spatial regularization has been incorporated into tensor models such as Tucker, tensor train (TT), and tensor ring (TR). Existing alternating least squa...

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Principais autores: Jung-Chun Chi, Chiao-En Chen, Yuan-Hao Huang
Formato: Artigo
Idioma:Inglês
Publicado em: IEEE 2026-01-01
coleção:IEEE Access
Assuntos:
Alternating least squares (ALS)
image completion
tensor decomposition
tensor network
tensor ring (TR)
tensor train (TT)
Acesso em linha:https://ieeexplore.ieee.org/document/11611875/
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