Visualizing the world beyond the frame

Most firetrucks come in red, but it's not hard to picture one in blue. Their understanding of the world is colored, often literally, by the data they've trained on. If all they've ever seen are pictures of red fire trucks, they have trouble drawing anything else. To give computer vision models a fuller, more imaginative view of the world, researchers have tried feeding them more varied images. Some have tried shooting objects from odd angles, and in unusual positions, to better convey their real-world complexity.