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ResearchFormerly WizWand

Emotion Recognition on SEED-V (Accuracy)

70.1AccuracyTA2CL
26.10837.52948.9560.371May 21, 2026May 22, 2026May 24, 2026May 25, 2026May 27, 2026May 28, 2026May 30, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TA2CLEvaluation Protocol=Cross-subject2026.0570.1
DAESTSource of Results=Reproduced Results, Evaluation Protocol=Cross-subject2026.0568.2
CLISASource of Results=Reproduced Results, Evaluation Protocol=Cross-subject2026.0567.3
DE+MLPSource of Results=Baseline, Evaluation Protocol=Cross-subject2026.0559.3
Morlet Spectral TransformerPre-training status=no pretraining, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.0536.1
LaBraMPre-training status=pretrained + fine-tuning, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.0532.5
BIOT (scratch)Pre-training status=from scratch, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.0532.4
CBraModPre-training status=pretrained + fine-tuning, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.0531.5
CSBrainPre-training status=pretrained + fine-tuning, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.0531
BIOTPre-training status=pretrained + fine-tuning, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.0530.6
CSBrain (scratch)Pre-training status=from scratch, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.0529.8
TFM-TokenizerPre-training status=pretrained + fine-tuning, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.0528.8
EEGPTPre-training status=pretrained + fine-tuning, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.0528.6
EEGPT (scratch)Pre-training status=from scratch, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.0528.3
CBraMod (scratch)Pre-training status=from scratch, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.0528.2
LaBraM (scratch)Pre-training status=from scratch, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.0527.8