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Seizure Prediction on Dataset II (Leave-One-Out Cross-Validation)

99.1SensitivityHCFT
80.48485.31790.1594.983Jan 18, 2026

Evaluation results

MethodLinks
HCFTSOP=30, SPH=3, Excluded Patients=04, 12, 13, 242026.0199.12.36—98.82
ASRU-RWSOP=30, SPH=5, Evaluation Protocol=LOOCV (subject-specific), Excluded Patients=12, 152026.0198.964.8——
NSFA-NetSOP=30, SPH=5, Excluded Patients=04, 12, 15, 192026.0198.683.80.906—
MTLGSOP=30, SPH=5, Excluded Patients=04, 12, 13, 242026.0198.243.3——
M-d-CEvaluation Protocol=LOOCV2026.0197.85.90.935—
MSANSOP=60, SPH=5, Excluded Patients=04, 12, 15, 192026.0196.2700.93—
TTTSOP=30, SPH=3, Excluded Patients=12, 13, 152026.0196.014.7——
BSDCNNSOP=30 (PIL), SPH=5, Excluded Patients=01, 05, 08, 10, 14, 222026.0194.699.50.97—
B2-ViTSOP=30, SPH=5, Excluded Patients=04, 06, 07, 08, 11, 12, 15, 16, 17, 222026.0193.35.70.923—
STCNNEvaluation Protocol=All Patients2026.0192.947.30.9596—
DWTSOP=25, SPH=5, Excluded Patients=04, 10, 06, 19 (for test)2026.0191.70——
TGCNNSOP=30, SPH=5, Excluded Patients=04, 06, 07, 11, 12, 15, 222026.0191.514.50.935—
DRSN-GRUSOP=30, SPH=5, Evaluation Protocol=LOOCV, Excluded Patients=01, 02, 03, 162026.0190.54110.88—
HviT-DULSOP=30, SPH=1, Excluded Patients=04, 06, 07, 12, 152026.0187.95.60.937—
MAAEEvaluation Protocol=LODO, Excluded Patients=01, 03, 05, 06, 08, 10, 13, 14, 18, 202026.0182.2130.94—
MCNNEvaluation Protocol=All patients2026.01825.8——
CNNSOP=30, SPH=5, Excluded Patients=04, 06, 08, 11, 12, 15, 17, 222026.0181.216——