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Yu-Shuo Zheng

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#artificial intelligence Preprint Oct 2026

From Pixel to Coding: Evaluating the Figure Reproduction Capabilities of MLLMs

Multimodal Large Language Models (MLLMs) have demonstrated impressive capabilities in both visual understanding and code generation. However, existing benchmarks typically evaluate these two modalities in isolation, lacking a dedicated assessment of their unification, i.e., how a model can perceive complex visual struc...

Zi-Jian Chen, Zheng-Yu Chen, Bo-Han Liang et al. · 0 citations
#artificial intelligence Preprint Aug 2026

TREND-10K: A Comprehensive Dataset for Next-Generation Video Quality Assessment Based on Preference-Driven Media

TREND-10K is introduced, a next-generation comprehensive VQA dataset consisting of the trend-driven part and the static part, containing $10,000$ videos across a wide spectrum of content types, and presents a robust framework for advancing VQA, addressing challenges caused by the temporal evolution of user perceptual h...

Zi-Heng Jia, Zi-Cheng Zhang, Jun-Qi Zhang et al. · 0 citations

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