Many supervised approaches exist for depth estimation for both monocular and stereo camera systems. However, due to the lack of ground-truth, we specifically look into self-supervised approaches. The main paper we build on top of is Monodepth2.
While normal color cameras are sensitive to lighting conditions, thermal cameras measure temperature of the scene thus less affected by the lighting. Below are some examples of thermal images with corresponding color images.