How to obtain this equation of hyperspectral image restoration using total variation in the following equation?

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While reading the paper "Total-Variation-Regularized Low-Rank Matrix Factorization for Hyperspectral Image Restoration" I came through the following equation. Can someone help me how the last equation 26 is coming out of this? Thanks in advance. enter image description here