When an image is distorted, straight lines in the image appear to be curved. Image distortion is typically high in cameras with wide-angle lens such as fish-eye cameras. Therefore, set this property to "high" only if your camera has a wide-angle lens.
Following is a low distortion image:
Following is a high distortion image: