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TUDSR framework boosts image super-resolution with diffusion models

Researchers have developed TUDSR, a novel framework for image super-resolution that utilizes a two-stage diffusion process to achieve higher resolutions than previously possible. This method addresses the limitations of current diffusion models in handling large upsampling ratios and native resolutions by employing a looped chunk-based training strategy. The TUDSR framework, built upon SD2.1-base, demonstrates state-of-the-art performance, generating high-quality images at resolutions up to $2048^2$, surpassing existing techniques. AI

IMPACT Enables higher-resolution image generation from diffusion models, potentially improving detail in AI-generated imagery.

RANK_REASON The cluster contains an academic paper detailing a new method for image super-resolution.

Read on Hugging Face Daily Papers →

AI-generated summary · Google Gemini · from 3 sources. How we write summaries →

COVERAGE [3]

  1. Hugging Face Daily Papers TIER_1 English(EN) ·

    TUDSR: Twice Upsampling-Diffusion for Higher Super-Resolution

    Diffusion-based generative models have achieved remarkable success in real-world image super-resolution (SR). With tiled diffusion techniques, these models can produce high-resolution images that exceed their native-supported resolution. However, the quality of such high-resoluti…

  2. arXiv cs.CV TIER_1 English(EN) · Zhiqiang Wu, Yitong Dong, Xian Wei ·

    TUDSR: Twice Upsampling-Diffusion for Higher Super-Resolution

    arXiv:2606.09608v1 Announce Type: new Abstract: Diffusion-based generative models have achieved remarkable success in real-world image super-resolution (SR). With tiled diffusion techniques, these models can produce high-resolution images that exceed their native-supported resolu…

  3. arXiv cs.CV TIER_1 English(EN) · Xian Wei ·

    TUDSR: Twice Upsampling-Diffusion for Higher Super-Resolution

    Diffusion-based generative models have achieved remarkable success in real-world image super-resolution (SR). With tiled diffusion techniques, these models can produce high-resolution images that exceed their native-supported resolution. However, the quality of such high-resoluti…