The reason the former two methods failed while the latter worked is that at large particle densities, differences between the “pixelated” circle forming the moving window and its “ideal” counterpart become highly significant.
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Extending Ripley's K-Function to Quantify Aggregation in 2-D Grayscale Images.
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