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Since your image is a binary image (black & white) interesting keypoint detectors like SIFT or SURF won't work that good. However you could return the the more basic approaches and use Harris Corner Detection.
What I would do is perform Harris Line Detector and detect all horizontal and vertical lines, which will help you to define parameters of your signals. By applying some logic between the measurements, like distance between line segments, you will get pretty far.
