Invited Talk: Yimeng Zhang, Pony.ai

Title: On the generalization of autonomous driving technologies

Abstract: Most L4 autonomous driving companies are working on the solution of 1-2 cities. The generalization from one city to 10 cities is a very challenging problem, in particular, when the 10 cities are very different and even cross different countries. This requires much more generalization ability of the algorithm, including the deep learning algorithms. In this talk, I will talk about the challenge of generalization in autonomous driving, and the interesting problems we encountered when testing the system in different countries.