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Instead of using all the feature points, reject all points that are more than k Median Absolute Deviations (MADs) away from the overall median.
They suggest a value of k=5.2, under the hypothesis of Gaussian distribution, as it corresponds to about 3.5 standard deviations, and contains more than the 99.9% of a Gaussian distribution.
