Multi-scale adversarial diffusion network for image super-resolution

Abstract Image super-resolution methods based on diffusion models have achieved remarkable success, but they still suffer from two significant limitations. On the one hand, this algorithm requires a large number of denoising steps in the sampling process, which seriously limits the inference speed o...

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Bibliographic Details
Main Authors: Yanli Shi, Xianhe Zhang, Yi Jia, Jinxing Zhao
Format: Article
Language:English
Published: Nature Portfolio 2025-04-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-025-96185-2
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