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2-class EEG classification on APAVA EEG-2 (Cross-subject)

82.31AccuracyBioFormer
57.027663.591370.15576.7187May 21, 2026

Evaluation results

MethodLinks
BioFormerA.Rank=1.47, Win=4, Reproduced=true2026.0582.3179.7788.52
SoftShapeA.Rank=3.61, Win=1, Reproduced=true2026.0581.2278.7182.24
MedformerA.Rank=4.94, Win=0, Source=Adopted from Medformer (Wang et al., 2024a)2026.0578.7476.3183.2
ReformerA.Rank=5.25, Win=0, Source=Adopted from Medformer (Wang et al., 2024a)2026.0578.775.9373.94
TransformerA.Rank=7.29, Win=0, Source=Adopted from Medformer (Wang et al., 2024a)2026.0576.373.7572.5
FEDformerA.Rank=10.67, Win=0, Source=Adopted from Medformer (Wang et al., 2024a)2026.0574.9473.5183.72
iTransformerA.Rank=7.94, Win=0, Source=Adopted from Medformer (Wang et al., 2024a)2026.0574.5572.385.59
CrossformerA.Rank=6.47, Win=0, Source=Adopted from Medformer (Wang et al., 2024a)2026.0573.7768.9372.39
PatchTSTA.Rank=8.17, Win=12026.0573.2673.1781.69
InformerA.Rank=7.42, Win=0, Source=Adopted from Medformer (Wang et al., 2024a)2026.0573.1169.4770.46
BioFormerA.Rank=1.47, Reproduced=true2026.0572.8372.8180.38
NonformerA.Rank=7.12, Win=0, Source=Adopted from Medformer (Wang et al., 2024a)2026.0571.8969.7470.55
MTSTA.Rank=8.332026.0571.5371.579.48
SoftShapeA.Rank=3.61, Reproduced=true2026.0571.2871.1678.48
MTSTA.Rank=8.33, Win=0, Source=Adopted from Medformer (Wang et al., 2024a)2026.0571.1464.0168.87
ReformerA.Rank=5.252026.0570.970.8278.34
TransformerA.Rank=7.292026.0570.8670.8377.82
NonformerA.Rank=7.122026.0570.7170.678.79
CrossformerA.Rank=6.472026.0570.5870.3977.54
InformerA.Rank=7.422026.0570.5770.5477.86
MedformerA.Rank=4.942026.0569.469.376.03
AutoformerA.Rank=12.25, Win=0, Source=Adopted from Medformer (Wang et al., 2024a)2026.0568.6468.0675.94
PatchTSTA.Rank=8.17, Win=1, Source=Adopted from Medformer (Wang et al., 2024a)2026.0567.0355.9765.65
iTransformerA.Rank=7.942026.0565.9465.8472.17
FEDformerA.Rank=10.672026.0560.9960.8266.19
AutoformerA.Rank=12.252026.055857.9561.06