Paper • 2410.11831 • Published • 9
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Kubric Dataset for CoTracker 3
Overview
This dataset was specifically created for training CoTracker 3, a state-of-the-art point tracking model. The dataset was generated using the Kubric engine.
Dataset Specifications
- Size: ~6,000 sequences
- Resolution: 512×512 pixels
- Sequence Length: 120 frames per sequence
- Camera Movement: Carefully rendered with subtle camera motion to simulate realistic scenarios
- Format: Generated using Kubric engine
Usage
The dataset can be parsed using the official CoTracker implementation. For detailed parsing instructions, refer to:
Citation
If you use this dataset in your research, please cite the following papers:
@inproceedings{karaev24cotracker3,
title = {CoTracker3: Simpler and Better Point Tracking by Pseudo-Labelling Real Videos},
author = {Nikita Karaev and Iurii Makarov and Jianyuan Wang and Natalia Neverova and Andrea Vedaldi and Christian Rupprecht},
booktitle = {Proc. {arXiv:2410.11831}},
year = {2024}
}
@article{greff2021kubric,
title = {Kubric: a scalable dataset generator},
author = {Klaus Greff and Francois Belletti and Lucas Beyer and Carl Doersch and
Yilun Du and Daniel Duckworth and David J Fleet and Dan Gnanapragasam and
Florian Golemo and Charles Herrmann and Thomas Kipf and Abhijit Kundu and
Dmitry Lagun and Issam Laradji and Hsueh-Ti (Derek) Liu and Henning Meyer and
Yishu Miao and Derek Nowrouzezahrai and Cengiz Oztireli and Etienne Pot and
Noha Radwan and Daniel Rebain and Sara Sabour and Mehdi S. M. Sajjadi and Matan Sela and
Vincent Sitzmann and Austin Stone and Deqing Sun and Suhani Vora and Ziyu Wang and
Tianhao Wu and Kwang Moo Yi and Fangcheng Zhong and Andrea Tagliasacchi},
booktitle = {Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
year = {2022},
}
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