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Abstract: The convolutional neural network (CNN) and transformer have gained significant attention in the field of single image super-resolution (SISR), owing to their powerful capacity in nonlinear ...

Abstract: Spatio-temporal data like a Dynamically Weighted Directed Network (DWDN) are ubiquitous in bigdata applications like an intelligent recommender system. They commonly illustrate the complex ...

In this paper, we tackle the high computational overhead of transformers for lightweight image super-resolution. (SR). Motivated by the observations of self-attention's inter-layer repetition, we ...