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. 2026 Jan 20;16:2503. doi: 10.1038/s41598-025-32207-3

Table 2.

Summary of model complexity metrics.

Model FLOPs Params (k) Inference time (s)
EEGNet 3.81 MMac 1.78 0.000659
TCANet 3.58 MMac 13.59 0.001631
TCN 8.74 MMac 25.65 0.001991
ShallowConvNet 50.32 KMac 37.52 0.000608
MSCFormer 4.35 MMac 149.71 0.004123
CTNet 3.02 MMac 149.92 0.005147
CCST 18.94 MMac 150.96 0.002407
TIDNet 142.87 MMac 186.74 0.001574
DeepConvNet 7.95 MMac 204.05 0.001093
EEGConformer 19.33 MMac 318.47 0.007451
EEGInception 2.86 GMac 8,870 0.006249