Discontinuity-Preserving Image Super-Resolution using MRF-Regularized One-Step Diffusion

Published in Transactions on Machine Learning Research, 2026

A single-step diffusion-based image super-resolution framework with MRF prior regularization for efficient, sharp, and fast image super-resolution.

Recommended citation: Sanchar Palit, Subhasis Chaudhuri, and Biplab Banerjee, "Discontinuity-Preserving Image Super-Resolution using MRF-Regularized One-Step Diffusion", accepted at Transactions on Machine Learning Research (TMLR), 2026
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