Method and system for generating map data based on enhanced images

A method comprising:

• receiving a plurality of training images associated with a plurality of geographical regions, wherein each training image of the plurality of training images is associated with a second type;
• generating, using a first neural network, training edge map data associated with each training image of the plurality of training images;
• training a second neural network to re-generate a training second image corresponding to each training image of the plurality of training images based on the training edge map data and the plurality of training images;
• and
• generating, using a third neural network, a plurality of training third images based on the re-generated training second image corresponding to each training image of the plurality of training images and a high-resolution image corresponding each training image of the plurality of training images.

A computer programmable product comprising a non-transitory computer readable medium having stored thereon computer executable instructions, which when executed by one or more processors, cause the one or more processors to carry out operations comprising:

• receiving image data associated with a first image, the first image having a first type, wherein the first image is associated with a geographical region;
• generating, using a first neural network, edge map data associated with the first image based on the image data;
• generating, using a second neural network, a second image associated with the geographical region based on the edge map data, the second image having a second type different from the first type, wherein the second neural network is trained on a latent representation of each of a plurality of training images associated with a plurality of geographical regions, and wherein each training image of the plurality of training images is associated with the second type;
• generating, using a third neural network, a third image associated with the geographical region based on the second image, the third image having a first resolution higher than a second resolution of the second image;
• and
• generating map data corresponding to the geographical region based on the third image.