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SOTA
会话内运动想象 (右手 vs 双脚)
Within Session Motor Imagery Right Hand Vs 2
Within Session Motor Imagery Right Hand Vs 2
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
ACM + TS + SVM
87.645089
0.44054961000000004
18.66545185714286
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet
87.600446
0.242558344
27.519666214285714
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet
87.56138435714286
0.14939979285714286
16.94769892857143
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + SVM
86.19419642857142
0.0012505346957142856
2.250145164285714
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + EL
85.97656321428572
0.0011540398678571429
2.0496247785714288
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR
85.85937435714285
0.00019676502564285715
0.7383969874999999
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FgMDM
84.76562464285713
0.00011930851807142857
0.2638224375
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2
83.93415214285714
0.14752584
16.83683
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM
81.21093692857143
0.005598228914285714
8.607374964285714
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + LDA
80.98214378571429
0.00014398938164285712
0.32359593000000003
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA
80.44642807142857
0.00027854637564285716
1.0558947701428572
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM
80.39062507142857
0.27677554071428573
1.506631742857143
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM
77.48325942857143
0.0001488995962142857
0.5031258411428572
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet
73.92299242857143
0.21598919785714285
24.45626664285714
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet
70.89843778571428
0.14692778499999998
16.739025642857143
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX
69.94977778571429
0.357494305
40.932428357142854
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
0 of 16 row(s) selected.
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