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Luchuan Song

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Preprint Aug 2026

EfficientSync: Real-Time Lip Synchronization via Deformation-Based Reference Texture Mixing

Audio-driven lip synchronization manipulates the mouth region of a talking-face video to match the driving audio while preserving head pose, identity, and background. Although the task is inherently local editing, prevailing approaches reconstruct the entire lower face with heavy GAN- or diffusion-based decoders, incur...

Fa-Ting Hong, Runzheng Liu, Luchuan Song et al. · 1 citation
#software testing Preprint Sep 2026

BVB: Benchmarking Agentic Video Understanding via Programmatic Reconstruction in Blender

A benchmark that tests the ability of agentic video understanding by asking agents to reconstruct real-world videos as animated Blender scenes, and shows that programmatic reconstruction is a viable test of agentic video understanding, and that semantic retention remains the main challenge.

Y. Y. Tang, D. Shimada, Jia-Yue Meng et al. · 0 citations

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