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Traditional ISR methods can be broadly categorized into two groups: (1) interpolation-based methods and (2) reconstruction-based methods. Interpolation-based methods, such as bicubic interpolation and Lanczos interpolation, are simple and fast but often produce over-smoothed or aliased results. Reconstruction-based methods, such as maximum likelihood estimation and Bayesian estimation, are more sophisticated but often require a large amount of computational resources. imgsrro