Author

Zheng Liu

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Preprint Sep 2026

W2Rep: Learning Visual Representations by Watching the World Change

Images capture the world at one moment, whereas video reveals how it changes. Image self-supervision learns spatial structure from a single moment, while video methods commonly learn temporal relationships inside a representation computed jointly from several frames. We ask whether watching a scene change can instead i...

Wen Huang, Hang Guo, Jia-Rui Yang et al. · 0 citations

Preprint Sep 2026

VI-Bench: Benchmarking Prompt Inversion from AIGC Videos

Recent advances in video generation have made prompt-based control increasingly central to AIGC video generation. Prompts specify what a video should depict and how it should be represented, controlling factors such as visual style or camera behavior. Understanding this recoverability is important both for creative reu...

Wu-Lin Xie, Rui Zhao, Ke-Cen Li et al. · 0 citations