Detecting Salient Regions

There is some useful Matlab code here for running the Kadir and Brady feature detector. The detected salient regions are marked by circles in the picture. There are probably too many features detected here. The desired number of features should be around 30. I played around a bit with the the parameters in the code and was able to get a reduction in the number of detected features. The new detections are shown in the second figure.