1. Method for applying super-resolution to images captured by a camera device of a vehicle, comprising: obtaining a plurality of image frames captured by the camera device; for each image frame: identifying a region of interest within the image frame requiring resolution related to detail per pixel to be increased; and applying spatially-implemented super-resolution to the region of interest within the image frame to enhance image sharpness within the region of interest, including: applying a sharpening filter to the region of interest within each image frame to enhance the resolution with the region of interest to achieve a desired increased sharpening within the region of interest, said desired increased sharpening achieved based on adjusting filter settings of the sharpening filter associated with the region of interest.