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Author

Jialu Li

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Preprint Nov 2026

MedNet and U$^2$-ViT: A Nested Vision Transformer Diffusion Framework for Diverse Medical Images Generation

The scarcity of diverse, high-quality medical images remains a significant bottleneck in advancing AI-driven medical diagnostics and treatment planning. Traditional datasets often suffer from class imbalances, limited disease coverage, and insufficient variations in imaging conditions - challenges that hinder the devel...

L. R. Polamreddy, Jia-Lu Li, You-Shan Zhang · 0 citations
Jul 2026

Generation in Generation: Fluid Co-Speech Gesture Synthesis With Generative Continuous Quantization

Motion quantization codebooks have been widely adopted to facilitate co-speech motion generation. However, the conventional quantization-based generation paradigm—which relies on probabilistic token sampling from limited discrete codebooks—suffers from two major limitations: crude, unreasonable motion representations a...

Jialu Li, Yifan Zhao, Xin Guo et al. · 0 citations

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