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SOTA
会话内运动想象 (所有类别)
Within Session Motor Imagery All Classes On 5
Within Session Motor Imagery All Classes On 5
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
ACM + TS + SVM
64.3835718
6.1498658200000005
335.21023
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + EL
63.840714199999994
0.0319534623
34.0226515
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR
62.762142
0.00205973584
2.12094548
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + SVM
61.469286499999995
0.014714955200000001
15.092744999999999
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FgMDM
56.9400009
0.00332279971
3.4260148399999997
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet
48.9364276
22.743277258
100.2113981
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM
45.212857299999996
0.030076381000000003
37.9020129
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM
44.0792858
0.5357583659999999
677.4126650000001
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + LDA
39.4492859
0.0037056161800000003
4.84518394
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA
38.8442857
0.00369364373
4.82886682
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2
35.3514286
10.5262206565
34.2388724
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM
33.4078569
0.00188059405
2.01196917
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX
30.215714
35.190156514
126.255782
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet
25.7807146
13.394392257000002
43.4866037
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet
24.1678569
30.440530905000003
73.0829022
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet
17.9464288
15.281205185
47.42458
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
0 of 16 row(s) selected.
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