Detect keypoints in images without corners
The computer vision system toolbox in Matlab includes Feature Detection, Extraction, and Matching. The line, edges, histogram of oriented gradients are all included other than the corner features. And there is also an example on point feature matching in the toolbox (the names are called corners but they are actually not).