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metadata
license: mit
tags:
  - motion
  - opticalflow
pretty_name: MateiralMotion
size_categories:
  - 100B<n<1T

Motion Estimation Datasets

This repository contains multiple datasets for motion estimation used in the paper
"Machine Learning Modeling for Multi-order Human Visual Motion Perception".

Citation

For use, please cite:

@misc{sun2025machinelearningmodelingmultiorder,
  title={Machine Learning Modeling for Multi-order Human Visual Motion Processing},
  author={Zitang Sun and Yen-Ju Chen and Yung-Hao Yang and Yuan Li and Shin'ya Nishida},
  year={2025},
  eprint={2501.12810},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2501.12810},
}

Dataset Sources

  • Human Data: Our human data are based on the Sintel-Slow and KITTI 2015 datasets.

  • Motion Datasets: The non-diffuse and diffuse material-based motion datasets are generated using the Kubric pipeline.

  • Kubric

  • KITTI

  • MPI-Sintel

  • Sintel-slow

  • DAVIS

Note: You need to follow the respective licenses and policies for using the above datasets.