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Zhen Yang

2 papers indexed

arxivcs.CVcs.HC2026-07-22

MV-Bench: Benchmarking Multimodal Large Language Models for Coordinated Multi-View Interface Construction

Yue Zhao, Hongxu Liu, Feiyu Wang, Xiaoyu Yang, Tong Ge, Zhen Yang, et al.

Multimodal large language models (MLLMs) are increasingly expected to automate visualization development by generating code directly from visual designs. However, existing evaluations mainly focus on single-chart generation and overlook coordinated multi-view interface constructi…

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arxivcs.CV2026-07-06

Enhancing Video Physical Consistency via Role-aware Joint Training and Modality-decoupled Denoising

Guangting Zheng, Haojing Chen, Hao Li, Jingtao Zhang, Zhen Yang, Xiaosong Jia, et al.

While modern video diffusion models excel in visual fidelity, maintaining long-range physical consistency remains a formidable challenge. Conventional pixel-reconstruction objectives mainly focus on appearance details and often fail to capture the underlying dynamics of a scene.…

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