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Zhiyong Wang

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Preprint Aug 2026

Watching Synthetic Videos: Aligning Cross-modal Representations with Visual Synthesis for Zero-shot Video Captioning

This work proposes a novel zero-shot video captioning framework (WSV) consisting of two training stages, which first generates corresponding synthetic video latent representations via a pretrained text-to-video generation model, and designs a polisher capable of bridging the gap between real and synthetic video distributions.

Liangyu Fu, Junbo Wang, Yuke Li et al. · 0 citations

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