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The role of the deep convolutional network. The initial bouton detection using density-peak clustering without the convolutional network achieves a high recall but low precision of ≈ 0.5. The precision can be improved to ≈ 0.9 by adding the convolutional network to filter out the non-bouton swellings in the initial detection while mildly reducing the recall.
