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Join us on Dec 8 for the “How to Let Long-tail Guide Your 3D Annotation” workshop with Eric Hofesmann.

Date, Time and Location

Dec 08, 2026
9:00 AM - 10:00 AM PST
Online. Register for the Zoom!

Autonomous driving models rarely fail on the common case. They fail on the long-tail: the pedestrian stepping out from behind a parked truck or a construction zone that matches nothing in the training set. Each of those moments lives in synchronized multi-sensor data, made up of a LiDAR sweep, a ring of cameras, a timestamp, and a calibration. Fixing one means finding it, labeling it in 3D, and proving the next model handles it.

In this live session, we will take long-tail driving scenarios from discovery to 3D labels to evaluation, and make the case that 3D ground truth should be built where your data lives, not exported away from it.

Related topics

Artificial Intelligence
Computer Vision
Machine Learning
Robots
Data Science

Sponsors

Voxel51

Voxel51

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Voxel51

Voxel51

Administration, promotion, giveaways, charitable contributions.

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