Public Transportation Datasets

De Transport

PolyIT Datasets, generally not public for privacy reasons.

Traffic Data

Automated Vehicles

Video-related Datasets

Image datasets of known objects are useful to train and test object classifiers

LIDAR datasets

Interesting applications https://scholar.google.com/scholar?&q=lidar%20urban%20environment%20parking

Driver Simulator/Naturalistic Driving