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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Longbing Cao

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Book Open access Aug 2026

VIVID: Backbone Training-Free Text-to-Image Video Editing via Variational Latent Anchors

An uncertainty-aware variational latent anchoring module that dynamically selects informative frames and compresses cross-frame latents into a compact set of semantic anchors that achieves state-of-the-art inversion fidelity, editing quality, and temporal consistency, while reducing memory and runtime compared with pri...

Zhangkai Wu, Xuhui Fan, Zhongyuan Xie et al. · 0 citations
Book Open access Aug 2026

VIVID: Backbone Training-Free Text-to-Image Video Editing via Variational Latent Anchors

Backbone training-free video editing built on pre-trained text-to-image (T2I) diffusion models enables lightweight, prompt-driven edits without additional finetuning. A critical yet often overlooked factor is cross-frame latent selection during DDIM inversion, which largely determines spatiotemporal coherence in the su...

Zhangkai Wu, Xuhui Fan, Zhongyuan Xie et al. · 0 citations

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