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Yan-Xiu Dan

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Open access Sep 2026

CineScope-Fuse: Cross-Scale Semantic Fusion for Cinematic Aesthetic Assessment of Multimodal-LLM-Generated Videos

Results indicate that cinematic video assessment benefits from jointly modeling low-level fidelity, temporal continuity and high-level narrative alignment, especially for synthetic clips whose visual realism and semantic plausibility fail in different ways.

Yan-Xiu Dan, Yu-Heng Li · 0 citations

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