FusedNeXt-based anxiety detection from electroencephalography topographic maps: A comparative analysis of alpha, beta, and theta bands

doi:10.5498/wjp.123156

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World Journal of Psychiatry

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2220-3206

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Baishideng Publishing Group Inc, 7041 Koll Center Parkway, Suite 160, Pleasanton, CA 94566, USA

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Copyright: ©Author(s) 2026. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution-NonCommercial (CC BY-NC 4.0) license. No commercial re-use. See permissions. Published by Baishideng Publishing Group Inc.

World J Psychiatry. Oct 19, 2026; 16(10): 123156
Published online Oct 19, 2026. doi: 10.5498/wjp.123156

Table 9 Training and testing time analysis of the FusedNeXt model for each frequency band

Band	Training time (seconds)	Training time (minutes)	Testing time (seconds)	Test images	Average inference time per image (milliseconds)
Alpha	633.84	10.56	8.55	2750	3.11
Beta	578.01	9.63	8.53	2750	3.10
Theta	581.93	9.70	9.14	2750	3.32

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Citation: Kaya S, Tasci G, Tuncer İ, Tasci B, Baygın N, Tasci I, Baygin M, Dogan S, Tuncer T. FusedNeXt-based anxiety detection from electroencephalography topographic maps: A comparative analysis of alpha, beta, and theta bands. World J Psychiatry 2026; 16(10): 123156
URL: https://www.wjgnet.com/2220-3206/full/v16/i10/123156.htm
DOI: https://dx.doi.org/10.5498/wjp.123156

Kaya S, Tasci G, Tuncer İ, Tasci B, Baygın N, Tasci I, Baygin M, Dogan S, Tuncer T. FusedNeXt-based anxiety detection from electroencephalography topographic maps: A comparative analysis of alpha, beta, and theta bands. World J Psychiatry 2026; 16(10): 123156 [DOI: 10.5498/wjp.123156]

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