Invertible depth network for image reconstruction and domain transfers

A non-transitory computer-readable medium having program code recorded thereon for image reconstruction and domain transfer through an invertible depth network, the program code being executed by a processor and comprising:

• program code to train a first invertible depth network model using a first image dataset corresponding to a first geographic region to estimate a first depth map;
• program code to retrain the first invertible depth network model using a second image dataset corresponding to a second geographic region to estimate a second depth map;
• program code to reconstruct, by the first invertible depth network model, a third image dataset based on the second depth map;
• and
• program code to train a second invertible depth network model using the third image dataset based on the second depth map to estimate a third depth map.

A system for image reconstruction and domain transfer through an invertible depth network, the system comprising:

• a depth map estimation module to train a first invertible depth network model using a first image dataset corresponding to a first geographic region to estimate a first depth map, and to retrain the first invertible depth network model using a second image dataset corresponding to a second geographic region to estimate a second depth map;
• an image reconstruction module to reconstruct, using the first invertible depth network model, a third image dataset based on the second depth map;
• and
• a domain transfer module to train a second invertible depth network model using the third image dataset based on the second depth map to estimate a third depth map.