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Improving Diffusion Image Quality Using Natural Image Statistics

Value Proposition: A plug-and-play, parameter-efficient module for diffusion-based image generation that measurably improves perceptual quality and naturalness across diverse tasks without requiring full model retraining. Unmet Need: As diffusion models proliferate across consumer and enterprise applications, including text-to-image synthesis, photo...

Published: 1/22/2026 | Inventor(s): Aniket Roy, Maitreya Suin, Anshul Shah, Ketul Shah, Jiang Liu, Rama Chellappa

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Category(s): Copyright, Technology Classifications > Computers, Electronics & Software > Algorithms, Technology Classifications > Computers, Electronics & Software > Artificial Intelligence, Technology Classifications > Computers, Electronics & Software > Image Processing & Analysis, Technology Classifications > Computers, Electronics & Software > Machine Learning, Technology Classifications > Medical Devices > Imaging