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SOTA
会话内运动想象 (左手 vs 右手)
Within Session Motor Imagery Left Hand Vs 4
Within Session Motor Imagery Left Hand Vs 4
评估指标
AUC-ROC
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
AUC-ROC
CO2 Emission (g)
training time (s)
Paper Title
Repository
TS + EL
84.74444444444444
0.002646718319444444
4.678475692592593
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ACM + TS + SVM
84.16666666666667
0.8164949121481482
29.706403990740743
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + SVM
83.57037037037037
0.0024145104012962965
5.273111012962963
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR
83.09259259259258
0.0008697607500925927
2.4829364574074075
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FgMDM
81.3425925925926
0.0021175731353703705
5.031711893518518
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM
77.27037037037037
0.005258449698148148
8.139176210185186
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + LDA
76.88148148148147
0.0012470851392592593
3.3465501966666666
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA
76.68703703703704
0.0014866114661481482
4.686696781111111
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TRCSP + LDA
76.2611111111111
0.001290584364037037
3.8623176347222223
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet
75.82777777777778
0.0627169262962963
52.18373611111111
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM
75.07222222222222
0.4983456616666667
2.7125740925925927
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
LogVar + SVM
73.83148148148148
0.0023018676362962964
4.534608688425926
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet
70.64722222222223
0.08747840010185186
19.933118574074072
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM
70.22962962962963
0.00100529917
3.1416363901851856
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
LogVar + LDA
66.21296296296296
0.0026458692239444445
6.251461617777778
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2
65.67222222222222
0.06521628261574074
14.961433282407407
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet
59.166666666666664
0.08459861206481481
19.277117560185186
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet
55.681481481481484
0.07880292099074075
17.962674342592592
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX
55.12222222222223
0.17330265775
39.780105
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
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