Maintaining original color when applying super resolution to individual bands

A system comprising:

• at least one of a camera and a sensor operable to capture a geospatial image of a surface;
• at least one processor capable of executing logical functions in communication with a vehicle and the at least one of the camera and the sensor;
• and
• at least one non-transitory computer readable storage medium having instructions encoded thereon that, when executed by the processor, implements operations to enhance the resolution of the geospatial image, the instructions including:
• receive the geospatial image as a low resolution image;
• input the low resolution image into a previously trained super resolution model;
• generate a super resolution individual image tile from the low resolution image utilizing the trained super resolution model;
• select a plurality of pixels from the low resolution image that are adjacent to a plurality of super resolution pixels deduced from the super resolution model;
• identify an original pixel from the lower resolution image having a minimum pixel value difference from each super resolution pixel;
• maintain an original color of the at least one lower resolution image in the super resolution image tile by selecting a reduced output area from the image tile;
• remove any border effects introduced by utilizing the reduced output area selection;
• and
• generate a super resolution geospatial image having a higher resolution than the low resolution image;
• wherein the super resolution individual image tile has a crop size of 512×512 pixels and the reduced output area of the super resolution individual image tile is the middle 492×492 pixels of the super resolution individual image tile.