Our procedure for finding consistent sets of feature matches consists of three parts, each of which refines the transformation estimate whilst rejecting outliers. First, we use a Hough transform to find a cluster of features in 2D transformation space. Next, we use RANSAC to improve the 2D transformation estimate. Finally we compute the fundamental matrix and use the epipolar geometry to reject addi- tional outliers.