Table 1 Performance of hand-crafted features for EEG classification.

From: Understanding action concepts from videos and brain activity through subjects’ consensus

 

Theta (%)

Alpha (%)

Beta (%)

Gamma (%)

FFT

12.06

13.03

12.81

12.66

DE

13.78

13.93

22.62

28.16

Wavelet

10.94

11.91

15.13

11.16

  1. Bold figures highlight the best frequency range for each method. While FFT and Wavelet show better results in the beta frequency range, DE has a significant boost in the gamma range.