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Mude Hui

6 accepted papers

2026

Story-Iter: A Training-free Iterative Paradigm for Long Story Visualization

ICLR 2026poster

This paper introduces **Story-Iter**, a new training-free iterative paradigm to enhance long-story generation. Unlike existing methods that rely on fixed reference images to construct a complete story, our approach features a novel external **iterative paradigm**, extending beyond the internal itera…

Cited by 0SourcecodeScholar
2025

HQ-Edit: A High-Quality Dataset for Instruction-based Image Editing

ICLR 2025poster

This study introduces HQ-Edit, a high-quality instruction-based image editing dataset with around 200,000 edits. Unlike prior approaches relying on attribute guidance or human feedback on building datasets, we devise a scalable data collection pipeline leveraging advanced foundation models, namely G…

Cited by 0SourcePDFScholar
2025

What If We Recaption Billions of Web Images with LLaMA-3?

ICML 2025poster

Web-crawled image-text pairs are inherently noisy. Prior studies demonstrate that semantically aligning and enriching textual descriptions of these pairs can significantly enhance model training across various vision-language tasks, particularly text-to-image generation. However, large-scale investi…

Cited by 38SourcePDFScholar
2024

FreqMark: Invisible Image Watermarking via Frequency Based Optimization in Latent Space

NeurIPS 2024poster

Invisible watermarking is essential for safeguarding digital content, enabling copyright protection and content authentication. However, existing watermarking methods fall short in robustness against regeneration attacks. In this paper, we propose a novel method called FreqMark that involves uncons…

Cited by 0SourcePDFScholar
2024

MicroDiffusion: Implicit Representation-Guided Diffusion for 3D Reconstruction from Limited 2D Microscopy Projections

CVPR 2024poster

Volumetric optical microscopy using non-diffracting beams enables rapid imaging of 3D volumes by projecting them axially to 2D images but lacks crucial depth information. Addressing this we introduce MicroDiffusion a pioneering tool facilitating high-quality depth-resolved 3D volume reconstruction f…

2023

Unifying Layout Generation With a Decoupled Diffusion Model

CVPR 2023poster

Layout generation aims to synthesize realistic graphic scenes consisting of elements with different attributes including category, size, position, and between-element relation. It is a crucial task for reducing the burden on heavy-duty graphic design works for formatted scenes, e.g., publications, d…

Cited by 45SourcePDFScholar