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SOTA
会话内运动想象 (左手 vs 右手)
Within Session Motor Imagery Left Hand Vs 3
Within Session Motor Imagery Left Hand Vs 3
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
89.2466661
0.269148976
243.142401
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + SVM
88.0777776
0.28341764999999997
265.222582
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR
87.60000099999999
0.0139535835
34.60417205
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ACM + TS + SVM
87.42888820000002
6.55720808
325.665074
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FgMDM
87.0177778
0.15610860310000002
85.13785279999999
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet
86.52888920000001
2.3070343
277.2352575
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2
83.0155557
0.9723642659999999
117.19713259999999
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet
82.382222
0.9234428940000001
110.56912460000001
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
LogVar + SVM
81.7311101
0.00362474352
6.762669579999999
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM
79.6511118
21.6308037
117.8105055
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
LogVar + LDA
78.7111117
0.000772556251
4.040722504
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TRCSP + LDA
78.2866669
0.002421635666
14.640627636
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM
77.8066665
0.0356465945
37.7887083
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + LDA
76.4377781
0.000984520588
4.92442061
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA
76.4022231
0.001667790323
8.404077422
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet
72.18666590000001
0.8872510549999999
106.55474389999999
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet
68.4511113
1.518727995
183.107304
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM
64.291111
0.01076914422
14.947136800000001
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX
56.99555540000001
3.4729265
422.45747300000005
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
0 of 19 row(s) selected.
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