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SOTA
会话内运动想象 (所有类别)
Within Session Motor Imagery All Classes On 6
Within Session Motor Imagery All Classes On 6
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
85.85246441666668
0.1941063975
7.277364225
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet
85.02304108333334
0.21728041750000002
24.664789916666667
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR
84.87930308333334
0.004125581083333333
14.9374373825
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + EL
84.53929741666667
0.025638485455833332
75.6071288
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + SVM
83.65528725
0.013120034294166666
39.13084056666667
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2
83.33782725
0.16457950333333335
18.622367166666667
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM
83.08474258333334
0.04421750124999999
129.06390283333334
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FgMDM
83.07198441666667
0.010749338934166667
71.767263065
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + LDA
82.9630775
0.008406058218333333
46.6342523525
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA
82.06140125
0.0014094379383333333
8.307476150833333
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM
81.98970291666666
0.00143389045
1.8146779000000002
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM
76.04754891666667
0.0013000749791666668
8.044291825
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX
56.41506
0.29802479833333334
34.04211566666667
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet
55.691373
0.11693505166666666
13.242306708333333
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet
50.67784558333334
0.16801267050000002
19.01079075
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet
37.193690833333335
0.12480563316666667
14.080227958333333
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
0 of 16 row(s) selected.
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