Table 7 Performance comparison between different time-frequency methods.

From: Multivariate synchrosqueezing transform and time-frequency attention for mental workload classification from EEG signals

Method

Dataset

Method

Dataset

 

STEW

MAT

STEW

MAT

STFT

88.2

89.6

Hilbert transform

91.3

92.4

Spectrogram

88.9

90.2

SST

93.4

94.2

FAWT

89.5

90.9

FSST

94.7

95.5

CWT

89.8

91.1

WSST

95.9

96.3

Stockwell

90.4

91.7

MSST

97.1

98.6