Object detection - “What is in the image and where?

Here, the task is not only to predict what kind of object is in the image, but also to estimate the coordinates of a rectangular box around the object. Object detection is in a way similar to “multi-label” classification, because we may find several classes of objects in the same image, or even several instances of the same object class.

Example