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. 2017 Mar 22;11:13. doi: 10.3389/fnbot.2017.00013

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Copyright © 2017 Layher, Brosch and Neumann.

This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

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Comparison of activation levels. The activation levels of the cell populations which resulted in correct classifications are displayed per class for key pose based (blue) and all frame (green) training alongside with the total number of correct classifications under both conditions (yellow). In case of key pose based training, activation levels are significantly increased, reflecting a higher confidence of the classification decision. Increased confidences are useful in situations where thresholding is applied on the activation level, e.g., to reduce the number of false negatives.