Multidimensional signals like multispectral images and color videos are becoming ubiquitous in modern times, constantly introducing challenges data storage transfer, therefore demanding efficient compression strategies. Such high dimensional observations can be naturally encoded as tensors, exhibiting significant redundancies across dimensions. This property is exploited by tensor decomposition...