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. 2019 Jun 18;13:38. doi: 10.3389/fnbot.2019.00038

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Copyright © 2019 Miao, Chen, Ning, Zi, Ren, Bing and Knoll.

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) and the copyright owner(s) 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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(A) Experiment environment setup of pedestrian recordings and corresponding data visualization. (B) Experiment environment setup of human action recordings and corresponding data visualization. (C) Experiment environment setup of human fall recordings and corresponding data visualization. (D) Encoding process of three methods as Frequency, SAE and LIF. The corresponding produced screenshots are from the pedestrian dataset. We clarify that the human subject's face in the images is obscured, and the subject has agreed on the publication of this figure.