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SOTA
会话内运动想象 (右手 vs 双脚)
Within Session Motor Imagery Right Hand Vs 6
Within Session Motor Imagery Right Hand Vs 6
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
98.9680807142857
9.63215142142857
330.0909378571428
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + SVM
98.72027014285713
0.3588719162857143
349.39148821428574
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR
98.59824428571429
0.014680511778571428
13.988061071428572
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + EL
98.56472542857144
0.3353505528571428
327.06053857142854
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FgMDM
98.47625814285713
0.089541701
82.60363664285714
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet
98.05647592857143
40.59940300142857
320.2012192857143
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM
97.50308285714286
0.04334756092857143
45.233243214285714
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM
97.39603707142858
36.42587592857143
198.47335871428572
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet
97.14958464285715
29.02176669
280.00296785714283
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + LDA
97.02462435714286
0.00044260885642857144
0.5883504935714285
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA
96.95337171428572
0.0004114472164285714
0.5423086028571429
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2
96.49739557142858
6.778447587857142
91.89510485714287
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet
96.04328542857142
6.278272536428571
130.05448907142858
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet
95.901341
6.213161058571428
106.127537
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX
89.48676185714287
42.28841732428571
464.49325142857145
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM
84.6734955
0.012343685785714287
11.868311578571427
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
0 of 16 row(s) selected.
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Within Session Motor Imagery Right Hand Vs 6 | SOTA | HyperAI超神经