Mainly two types of features can be extracted from a gray scale image; shape and texture. Consequently, Which type of these two features does the SURF method extracts?
It basically indicates the key points in the selected patch that why can be categorized as the shape features. If we take very dense key points it may include the texture representation of the image also.