METHOD AND SYSTEM FOR GENERATING MAP DATA BASED ON ENHANCED IMAGES

System for enhancing images receives image data associated with a first image associated with a geographical region. The first image has a first type. The system generates edge map data associated with the first image based on the image data, using a first neural network. The system generates a second image on the edge map data, using a second neural network. The second image has a second type different from the first type. The second neural network is trained on a latent representation of each of a plurality of training images associated with the second type. The system generates a third image based on the second image, using a third neural network. The third image has a first resolution higher than a second resolution of the second image. The system generates map data corresponding to the geographical region based on the third image.