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Table 3 Comparative assessment of the proposed framework upon different configurations

From: EEG-based image classification via a region-level stacked bi-directional deep learning framework

 Framework
Configurations123456
LateralizationRegion-level info.Region-level info.NoneRegion-level info.Region-level info.Region-level info.
Feature encoderUnidirectional LSTMUnidirectional LSTMBiLSTMBiLSTMBiLSTMStacked biLSTM
ClassifierSoftMaxICA+SVMSoftMaxSoftMaxICA+SVMICA+SVM
Accuracy92.9%94.3%95.3%97.0%97.1%97.3%