/plushcap/analysis/voxel51/voxel51-cotracker3-enhanced-point-tracking-with-less-data

CoTracker3: Enhanced Point Tracking with Less Data

What's this blog post about?

CoTracker3 is a state-of-the-art point tracking model that achieves impressive performance with significantly less training data compared to previous models. It introduces architectural simplifications, a novel semi-supervised training pipeline, and improved efficiency. By leveraging multiple pre-trained trackers as teachers to generate pseudo-labels for real-world videos, CoTracker3 reduces the dependency on synthetic data and achieves even better accuracy with a thousandfold reduction in real data requirements. The model highlights the power of considering dependencies between tracked points and utilizing context to enhance tracking accuracy.

Company
Voxel51

Date published
Oct. 22, 2024

Author(s)
Harpreet Sahota

Word count
2031

Hacker News points
None found.

Language
English


By Matt Makai. 2021-2024.