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Author

Kaiqi Liu

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Preprint Aug 2026

StreamAV-Bench: A Comprehensive Benchmark for Streaming Audio-Video Generation

Recent advancements in generative models are pushing video generation toward unbounded streaming audio-video generation for real-time interactive worlds. However, existing benchmarks primarily evaluate completed sequences and struggle to capture streaming properties. To bridge this gap, we introduce StreamAV-Bench, the...

Kaiqi Liu, Hao-Xuan Zeng, Jingqi Liu et al. · 5 citations · ⚡2
Jul 2026

Video Generation Models Are Inherent Lighting Estimators

V-LITE (Video generation models are inherent lighting estimators), a framework that unlocks internal knowledge by reframing lighting estimation as a guided video inpainting task, is introduced, revealing that modern video diffusion models are not merely synthesizers but also powerful, inherently capable estimators of p...

Ziqi Cai, Shuchen Weng, Kaiqi Liu et al. · 0 citations

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