paper-with-me

Within-Session ERP 벤치마크

Within-Session ERP on BrainInvaders2015a MOABB

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AUC-ROC

59.56 67.93 76.31 84.68 93.05 2024-04 2026-09 XDAWNCov + TS + SVM — 93.05381111627908 (2024-04-03) XDAWNCov + MDM — 92.56596253488371 (2024-04-03) EEGITNet — 90.70906591472868 (2024-04-03) EEGNeX — 87.61770750387598 (2024-04-03) EEGNet-8,2 — 86.79717793023256 (2024-04-03) ERPCov + MDM — 80.01716807751939 (2024-04-03) ERPCov(svd_n=4) + MDM — 77.92098565891473 (2024-04-03) XDAWN + LDA — 76.01550499224807 (2024-04-03) ShallowConvNet — 59.55947582945736 (2024-04-03) XDAWNCov + TS + SVM — 93.05381111627908 (2024-04-03) XDAWNCov + MDM — 92.56596253488371 (2024-04-03) EEGITNet — 90.70906591472868 (2024-04-03) EEGNeX — 87.61770750387598 (2024-04-03) EEGNet-8,2 — 86.79717793023256 (2024-04-03) ERPCov + MDM — 80.01716807751939 (2024-04-03) ERPCov(svd_n=4) + MDM — 77.92098565891473 (2024-04-03) XDAWN + LDA — 76.01550499224807 (2024-04-03) ShallowConvNet — 59.55947582945736 (2024-04-03) XDAWNCov + TS + SVM — 93.05381111627908 (2024-04-03) XDAWNCov + MDM — 92.56596253488371 (2024-04-03) EEGITNet — 90.70906591472868 (2024-04-03) EEGNeX — 87.61770750387598 (2024-04-03) EEGNet-8,2 — 86.79717793023256 (2024-04-03) ERPCov + MDM — 80.01716807751939 (2024-04-03) ERPCov(svd_n=4) + MDM — 77.92098565891473 (2024-04-03) XDAWN + LDA — 76.01550499224807 (2024-04-03) ShallowConvNet — 59.55947582945736 (2024-04-03) XDAWNCov + TS + SVM — 93.05381111627908 (2024-04-03)
RankModel AUC-ROCtraining time (s)CO2 Emission (g) PaperCodeYear
1 XDAWNCov + TS + SVM 93.053811116279082.11279215271317830.010436311162015504 The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark NeuroTechX/moabb 2024
2 XDAWNCov + MDM 92.565962534883710.49885263744186050.0024371379224806203 The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark NeuroTechX/moabb 2024
3 EEGITNet 90.7090659147286819.85593708914729– The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark NeuroTechX/moabb 2024
4 EEGNeX 87.61770750387598199.32986724031008– The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark NeuroTechX/moabb 2024
5 EEGNet-8,2 86.7971779302325614.414908054263565– The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark NeuroTechX/moabb 2024
6 ERPCov + MDM 80.017168077519393.95020745968992240.019448981011627904 The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark NeuroTechX/moabb 2024
7 ERPCov(svd_n=4) + MDM 77.920985658914730.5605248277519380.0052664793930232556 The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark NeuroTechX/moabb 2024
8 XDAWN + LDA 76.015504992248070.79629772782945740.0039047394186046513 The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark NeuroTechX/moabb 2024
9 ShallowConvNet 59.5594758294573615.322640255813955– The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark NeuroTechX/moabb 2024
10 XDAWNCov + TS + SVM 93.053811116279082.11279215271317830.010436311162015504 The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark NeuroTechX/moabb 2024
11 XDAWNCov + MDM 92.565962534883710.49885263744186050.0024371379224806203 The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark NeuroTechX/moabb 2024
12 EEGITNet 90.7090659147286819.85593708914729– The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark NeuroTechX/moabb 2024
13 EEGNeX 87.61770750387598199.32986724031008– The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark NeuroTechX/moabb 2024
14 EEGNet-8,2 86.7971779302325614.414908054263565– The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark NeuroTechX/moabb 2024
15 ERPCov + MDM 80.017168077519393.95020745968992240.019448981011627904 The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark NeuroTechX/moabb 2024
16 ERPCov(svd_n=4) + MDM 77.920985658914730.5605248277519380.0052664793930232556 The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark NeuroTechX/moabb 2024
17 XDAWN + LDA 76.015504992248070.79629772782945740.0039047394186046513 The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark NeuroTechX/moabb 2024
18 ShallowConvNet 59.5594758294573615.322640255813955– The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark NeuroTechX/moabb 2024
19 XDAWNCov + TS + SVM 93.053811116279082.11279215271317830.010436311162015504 The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark NeuroTechX/moabb 2024
20 XDAWNCov + MDM 92.565962534883710.49885263744186050.0024371379224806203 The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark NeuroTechX/moabb 2024
21 EEGITNet 90.7090659147286819.85593708914729– The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark NeuroTechX/moabb 2024
22 EEGNeX 87.61770750387598199.32986724031008– The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark NeuroTechX/moabb 2024
23 EEGNet-8,2 86.7971779302325614.414908054263565– The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark NeuroTechX/moabb 2024
24 ERPCov + MDM 80.017168077519393.95020745968992240.019448981011627904 The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark NeuroTechX/moabb 2024
25 ERPCov(svd_n=4) + MDM 77.920985658914730.5605248277519380.0052664793930232556 The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark NeuroTechX/moabb 2024
26 XDAWN + LDA 76.015504992248070.79629772782945740.0039047394186046513 The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark NeuroTechX/moabb 2024
27 ShallowConvNet 59.5594758294573615.322640255813955– The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark NeuroTechX/moabb 2024
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