The various datasets and maps released by Argoverse contain a wealth of information captured by their fleet of autonomous vehicles. Their aim is for the data to be used to help others to test, experiment and teach self-driving vehicles.
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Two public datasets supported by highly detailed maps to test, experiment, and teach self-driving vehicles how to understand the world around them.
Argoverse