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Chia-Hsiang Kao

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Preprint Sep 2026

Unifying Video Tasks via Spatiotemporal Analogy

Adapting video models to new tasks typically requires dedicated data curation and fine-tuning. While visual analogy provides a training-free alternative by specifying tasks in-context, it remains restricted to the image domain. To explore whether analogy-based methods can unify diverse video tasks and generalize to out...

Chia-Hsiang Kao, Belinda Zeng, Bharath Hariharan et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Video, Ergo Genero: Unifying Video Tasks via Spatiotemporal Analogy

Adapting video models to new tasks typically requires dedicated data curation and fine-tuning. While visual analogy provides a training-free alternative by specifying tasks in-context, it remains restricted to the image domain. To explore whether analogy-based methods can unify diverse video tasks and generalize to out...

Chia-Hsiang Kao, Belinda Zeng, Bharath Hariharan et al. · 0 citations

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