Yuan-Hao Huang

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

A tensor ring alternating least squares with Tikhonov regularization subproblem (TRATR), a framework that incorporates Tikhonov regularization into the core-wise update of the TR-ALS, which demonstrates consistent improvements in relative standard error, peak signal-to-noise ratio (PSNR), and structural similarity index (SSIM).