sunana/mateiral-controlled-motion-dataset

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.

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