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SOTA Motor Imagery Classification benchmarks and papers with code | Wizwand
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Motor Imagery Classification
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
Physionet-MI
CBraMod-MTDP
Balanced Accuracy
64.57
27
4mo ago
BCIC 2a IV
REVE
Balanced Accuracy
64
26
1mo ago
SHU-MI 2-Class
CodeBrain
Balanced Accuracy
64.31
22
18d ago
SHU-MI
CBraMod
Balanced Accuracy
64.03
22
4mo ago
BCI Competition 2a IV
EEGNet
Accuracy drop
0
18
16d ago
BCI Comp. 2a (4 Classes) IV
EEGNeX SuLoRA
Accuracy
64.72
16
4mo ago
BCI Competition IV-2b Dataset I (cross-subject)
HCFT
Average Accuracy
80.83
15
4mo ago
BCIC-2B 2-class (online)
NeuroOnline
Balanced Accuracy
66.74
12
18d ago
PhysioNet-MI 4-class (online)
NeuroOnline
Balanced Accuracy
61.74
12
18d ago
BCIC-2A 4-class (online)
NeuroOnline
Balanced Accuracy
66.18
12
18d ago
Zuo 30 subj. 2025
Subject-Specific LoRA
Balanced Accuracy
92.9
12
18d ago
PhysioNet MI 109 subj.
Stacked LoRA
Balanced Accuracy
67.8
12
18d ago
BCI IV-2a 9 subj.
Stacked LoRA
Balanced Accuracy
80.3
12
18d ago
XW-Stroke
CFSPMNet
Accuracy
68.23
11
2mo ago
Stroke 2019
PA-TCNet
Accuracy
72.75
11
3mo ago
XW-Stroke (cross-subject)
PA-TCNet
Accuracy
66.56
11
3mo ago
PhysioNet-MI 4-Class (test)
CBraMod
Balanced Accuracy
64.17
9
2mo ago
Motor Imagery (ECoG)
UCF (median)
Accuracy
52
9
3mo ago
BCI Comp. IV2b (2 Classes)
EEGNeX SuLoRA
Accuracy
0.7648
8
4mo ago
WBCIC-2
SingLEM
Accuracy
79.55
6
2mo ago
WBCIC-3
SingLEM
Accuracy
68.26
6
2mo ago
Dreyer
SingLEM
Accuracy
75.27
6
2mo ago
Weibo 2014 (test)
SPDnet
F1 Score
51.7
6
2mo ago
BCIC-IV-2a (test)
CBraMod-MTDP
Balanced Accuracy
59.81
6
4mo ago
BCIC2020-3 (test)
CBraMod-MTDP
Balanced Accuracy
62.53
6
4mo ago
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