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STARCaster: Spatio-Temporal AutoRegressive Video Diffusion for Identity- and View-Aware Talking Portraits

Foivos Paraperas Papantoniou1Stathis Galanakis1Rolandos Alexandros Potamias1

Bernhard Kainz1,2Stefanos Zafeiriou1

1Imperial College London, UK   2FAU Erlangen-Nürnberg, Germany

STARCaster is a spatio-temporal autoregressive video diffusion framework for speech-driven portrait animation and continuous view synthesis. Leveraging strong identity guidance, it further supports subject-consistent yet reference-free talking portraits, allowing recontextualization beyond the constraints of the input image.

🔔 News/Updates

  • [Dec 2025] Paper released on arXiv.
  • Code & pretrained models will be released soon. Stay tuned!

📝 Citation

If you find STARCaster useful for your research, please consider citing us:

@article{paraperas2025starcaster,
      title={STARCaster: Spatio-Temporal AutoRegressive Video Diffusion for Identity- and View-Aware Talking Portraits}, 
      author={Paraperas Papantoniou, Foivos and Galanakis, Stathis and Potamias, Rolandos Alexandros and Kainz, Bernhard and Zafeiriou, Stefanos},
      journal={arXiv preprint arXiv:2512.13247},
      year={2025}
}

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