Model Weights for ZeroFlow: Scalable Scene Flow via Distillation

October 24, 2023 ยท View on GitHub

Kyle Vedder, Neehar Peri, Nathaniel Chodosh, Ishan Khatri, Eric Eaton, Dinesh Jayaraman, Yang Liu, Deva Ramanan, and James Hays

Project webpage: vedder.io/zeroflow

arXiv link: arxiv.org/abs/2305.10424

Citation:

@article{Vedder2023zeroflow,
    author    = {Kyle Vedder and Neehar Peri and Nathaniel Chodosh and Ishan Khatri and Eric Eaton and Dinesh Jayaraman and Yang Liu Deva Ramanan and James Hays},
    title     = {{ZeroFlow: Scalable Scene Flow via Distillation}},
    journal   = {arXiv},
    year      = {2023},
}

Weights labeled supervised are for FastFlow3D, trained with supervised annotations, and weights labeled nsfp_distillation or chodosh_distillation are ZeroFlow variants. The "official" model weights are

  • ZeroFlow:
    • Argo: three train runs of argo/nsfp_distilatation_speed_scaled_updated*
    • Waymo: single train run of waymo/nsfp_distilatation_scaled
  • FastFlow3D:
    • Argo: three train runs of argo/supervised{_run2, _run3}
    • Waymo: single train run of waymo/supervised