Aperture Supervision for Monocular Depth Estimation
Aperture Supervision for Monocular Depth Estimation
We present a novel method to train machine learning algorithms to estimate scene depths from a single image, by using the information provided by a camera's aperture as supervision. Prior works use a depth sensor's outputs or images of the same scene from alternate viewpoints as supervision, while our method …