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Animal vs. leaf distributions for (a) aspect ratio (b) compactness (perimeter2/area), (c) asymmetry (d) contour complexity. Each of these parameters is potentially useful for distinguishing animals vs. leaves, in that the distributions are markedly different (decisive likelihood ratio in most of the range). But in each case the data show that classifiers built from these parameters do not explain the data as well as our proposed model.
