detection is a task in computer vision that has been around for very long time,
way before the deep learning has emerged as the state of the art in machine
vision. In a self-driving car, the camera from the car is acquiring images and
it needs to detect different categories of objects in the surrounding
environment, such as pedestrians, cars, bicycles, trees and so on.