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SOTA
会话内运动想象 (左手 vs 右手)
Within Session Motor Imagery Left Hand Vs 8
Within Session Motor Imagery Left Hand Vs 8
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
85.2855546
0.01054370724
16.70190309
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ACM + TS + SVM
83.835458
7.47882039
329.502181
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + SVM
83.7230547
0.01144170013
19.7101636
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR
83.6191015
0.007658937971
17.19314084
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + LDA
80.7190701
0.003059077913
5.572459653
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA
80.16262729999998
0.0042039635710000006
8.469146077
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM
79.8404006
0.0187107375
25.68750405
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TRCSP + LDA
79.32908119999999
0.001778520405
3.318742769
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet
79.0972572
7.357279468
61.683436400000005
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FgMDM
78.41374400000001
0.00607642027
10.29490904
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM
76.81202040000001
0.589712181
3.2107585999999997
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
LogVar + SVM
74.852519
0.00979238033
19.02302114
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
LogVar + LDA
74.1323346
0.002844444774
5.320173393999999
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet
73.6449296
2.3282129534
34.809638
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2
66.4564741
0.7898681898000001
19.67945195
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet
63.16485980000001
0.5258725022999999
28.1203618
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet
59.3464601
1.1843646793
20.2672368
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM
58.801497999999995
0.004551940515
8.631213726
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX
57.965879799999996
2.6715904881
42.3490198
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
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