Since landmarks are basically (x,y) pairs on the image, can you try normalizing your landmarks to have values between 0 and 1? You can do the normalizing by dividing the landmark (x,y) coordinates with height and width respectively.
So a landmark with x value 100 on a 200x200 image will be normalized to a value of 0.5