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. 2020 Apr 30;14:15. doi: 10.3389/fninf.2020.00015

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Copyright © 2020 Luo, Fan, Chen, Guo and Zhou.

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 single reconstruction trial BEAM on 12 Hz comparison between the same and different sensitivity GAN/WGAN frameworks. For the reconstructions of the same sensitivity, the BEAM results have shown that WGAN architectures outperform GAN architectures. As for the reconstructions of different sensitivity, we have found that high-sensitivity models bring more distinct ERS/ERD phenomenon on brain electrical activity mappings (BEAMs), while low-sensitivity models bring less distinct ERS/ERD phenomenon on BEAMs. (A) BEAMs of AO datasets with same and different sensitivity reconstruction. (B) BEAMs of GAL datasets with same and different sensitivity reconstruction.