Research Article

Speech Deception Detection Based on EMD and Temporal Neural Network

Table 6

Comparison with other speech deception detection research studies.

DatasetClassifierFeatureBest result (%)

This paperReal-life trail datasetTCN-LSTMMFCC86.2
[12]Real-life trail datasetSVMMFCC81.5
[35]Real-life trail datasetBoosting modelsIS16 + IS13 + IS1185.6
[36]CSCHybrid-RNNAcoustic and lexical features84.1
[37]Self-made datasetSVMProsodic features and MFCC82.5