The Bosch Boxy detection dataset can be used for training and evaluation of the way for object detection methods, specifically used for self-driving cars on highways. It has close to 200 thousand images and close to two million annotated vehicles, working in various weather conditions and traffic situations. The Bosch Boxy provides axis-aligned bounding boxes as 2D boxes or 3D cuboids, and trapezoids for more accurate description.