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SOTA
会话内运动想象 (所有类别)
Within Session Motor Imagery All Classes On 3
Within Session Motor Imagery All Classes On 3
评估指标
Accuracy
CO2 Emission (g)
training time (s)
评测结果
各个模型在此基准测试上的表现结果
Columns
模型名称
Accuracy
CO2 Emission (g)
training time (s)
Paper Title
Repository
TS + EL
59.934408990825695
0.013059559739449542
25.291020102752295
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR
58.55441266055046
0.0010041190067889907
2.2208920137614676
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + SVM
58.458600238532114
0.0243752586293578
48.31867250642202
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ACM + TS + SVM
56.68057317948718
2.330426302205128
92.28611607692308
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FgMDM
55.0438009174312
0.002020601044036697
3.204224353211009
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM
48.51775490825688
1.9742764488073394
1190.5449858715597
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + LDA
47.73427576146789
0.0054728938412844045
8.780583234862386
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA
46.84880671559633
0.005456309299082569
8.482141944036696
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM
45.493503000000004
0.06618156533027524
68.7581273853211
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM
42.96454042201835
0.003281270780733945
6.167569839633027
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet
41.87124210091743
0.038677560009174314
15.891879321100918
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2
29.03593889908257
0.024848891426605502
10.598362683486238
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet
27.682707357798165
0.034966375495412844
14.11812210091743
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX
26.68615756880734
0.059308609688073395
22.783741321100916
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet
26.154798385321104
0.4149273854862385
13.559821752293578
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet
25.790262357798166
2.7750069540733944
18.127433243119267
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
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