PyTorch
deltatok

DeltaWorld (Predictor) โ€” Kinetics-700

Generative ViT-B predictor that samples future delta tokens for diverse video prediction. Trained on Kinetics-700 at 512x512 resolution. Requires a trained DeltaTok tokenizer and a frozen DINOv3 ViT-B backbone (neither included).

Usage

See the DeltaTok GitHub repository for training and evaluation code.

Acknowledgements

Citation

@inproceedings{kerssies2026deltatok,
  title     = {A Frame is Worth One Token: Efficient Generative World Modeling with Delta Tokens},
  author    = {Kerssies, Tommie and Berton, Gabriele and He, Ju and Yu, Qihang and Ma, Wufei and de Geus, Daan and Dubbelman, Gijs and Chen, Liang-Chieh},
  booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year      = {2026}
}
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Collection including Amazon-FAR/deltaworld-kinetics