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Models/TRCA

TRCA

Reported on 63 benchmarks across 3 tasks · 1 paper · 21 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Medical63 results

Brain DecodingonNakanishi2015 MOABB
Accuracy· 2024-04-03
99.19753077777779
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonMAMEM3 MOABB
CO2 Emission (g)· 2024-04-03
0.0317322511
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonWang2016 MOABB
Accuracy· 2024-04-03
98.97058994117646
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonWang2016 MOABB
CO2 Emission (g)· 2024-04-03
0.35510938491176475
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonWang2016 MOABB
training time (s)· 2024-04-03
51.168803294117644
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonLee2019-SSVEP MOABB
Accuracy· 2024-04-03
97.77777777777777
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonLee2019-SSVEP MOABB
CO2 Emission (g)· 2024-04-03
0.25070370964814814
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonNakanishi2015 MOABB
Accuracy· 2024-04-03
99.19753077777779
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonMAMEM3 MOABB
CO2 Emission (g)· 2024-04-03
0.0317322511
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonWang2016 MOABB
Accuracy· 2024-04-03
98.97058994117646
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonWang2016 MOABB
CO2 Emission (g)· 2024-04-03
0.35510938491176475
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonWang2016 MOABB
training time (s)· 2024-04-03
51.168803294117644
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonLee2019-SSVEP MOABB
Accuracy· 2024-04-03
97.77777777777777
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonLee2019-SSVEP MOABB
CO2 Emission (g)· 2024-04-03
0.25070370964814814
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonNakanishi2015 MOABB
Accuracy· 2024-04-03
99.19753077777779
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonMAMEM3 MOABB
CO2 Emission (g)· 2024-04-03
0.0317322511
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonWang2016 MOABB
Accuracy· 2024-04-03
98.97058994117646
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonWang2016 MOABB
CO2 Emission (g)· 2024-04-03
0.35510938491176475
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonWang2016 MOABB
training time (s)· 2024-04-03
51.168803294117644
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonLee2019-SSVEP MOABB
Accuracy· 2024-04-03
97.77777777777777
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonLee2019-SSVEP MOABB
CO2 Emission (g)· 2024-04-03
0.25070370964814814
SOTA
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonNakanishi2015 MOABB
CO2 Emission (g)· 2024-04-03
0.04248703377777777
best: 0.10513940711111111 (SSVEP_MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonNakanishi2015 MOABB
training time (s)· 2024-04-03
5.9494875333333335
best: 35.36092722222222 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonMAMEM3 MOABB
Accuracy· 2024-04-03
27.1
best: 42.1 (SSVEP_TS + LR)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonMAMEM3 MOABB
training time (s)· 2024-04-03
4.44355459
best: 22.5295867 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonMAMEM2 MOABB
Accuracy· 2024-04-03
22.64
best: 39.36 (SSVEP_TS + LR)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonMAMEM2 MOABB
CO2 Emission (g)· 2024-04-03
2.85556727
best: 21.4845976 (SSVEP_MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonMAMEM2 MOABB
training time (s)· 2024-04-03
399.849453
best: 1620.974344 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonMAMEM1 MOABB
Accuracy· 2024-04-03
54.5442871
best: 67.1084639 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonMAMEM1 MOABB
CO2 Emission (g)· 2024-04-03
1.785962026
best: 16.1321347 (SSVEP_MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonMAMEM1 MOABB
training time (s)· 2024-04-03
250.07919099999998
best: 3920.421198 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonLee2019-SSVEP MOABB
training time (s)· 2024-04-03
35.42286275
best: 191.3021131111111 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonKalunga2016 MOABB
Accuracy· 2024-04-03
34.20391266666667
best: 70.89385925 (SSVEP_MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonKalunga2016 MOABB
CO2 Emission (g)· 2024-04-03
0.0019902593416666666
best: 0.002602688875 (SSVEP_MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain DecodingonKalunga2016 MOABB
training time (s)· 2024-04-03
0.27882464583333333
best: 10.771992875 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonNakanishi2015 MOABB
CO2 Emission (g)· 2024-04-03
0.04248703377777777
best: 0.10513940711111111 (SSVEP_MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonNakanishi2015 MOABB
training time (s)· 2024-04-03
5.9494875333333335
best: 35.36092722222222 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonMAMEM3 MOABB
Accuracy· 2024-04-03
27.1
best: 42.1 (SSVEP_TS + LR)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonMAMEM3 MOABB
training time (s)· 2024-04-03
4.44355459
best: 22.5295867 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonMAMEM2 MOABB
Accuracy· 2024-04-03
22.64
best: 39.36 (SSVEP_TS + LR)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonMAMEM2 MOABB
CO2 Emission (g)· 2024-04-03
2.85556727
best: 21.4845976 (SSVEP_MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonMAMEM2 MOABB
training time (s)· 2024-04-03
399.849453
best: 1620.974344 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonMAMEM1 MOABB
Accuracy· 2024-04-03
54.5442871
best: 67.1084639 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonMAMEM1 MOABB
CO2 Emission (g)· 2024-04-03
1.785962026
best: 16.1321347 (SSVEP_MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonMAMEM1 MOABB
training time (s)· 2024-04-03
250.07919099999998
best: 3920.421198 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonLee2019-SSVEP MOABB
training time (s)· 2024-04-03
35.42286275
best: 191.3021131111111 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonKalunga2016 MOABB
Accuracy· 2024-04-03
34.20391266666667
best: 70.89385925 (SSVEP_MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonKalunga2016 MOABB
CO2 Emission (g)· 2024-04-03
0.0019902593416666666
best: 0.002602688875 (SSVEP_MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
Brain Computer InterfaceonKalunga2016 MOABB
training time (s)· 2024-04-03
0.27882464583333333
best: 10.771992875 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonNakanishi2015 MOABB
CO2 Emission (g)· 2024-04-03
0.04248703377777777
best: 0.10513940711111111 (SSVEP_MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonNakanishi2015 MOABB
training time (s)· 2024-04-03
5.9494875333333335
best: 35.36092722222222 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonMAMEM3 MOABB
Accuracy· 2024-04-03
27.1
best: 42.1 (SSVEP_TS + LR)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonMAMEM3 MOABB
training time (s)· 2024-04-03
4.44355459
best: 22.5295867 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonMAMEM2 MOABB
Accuracy· 2024-04-03
22.64
best: 39.36 (SSVEP_TS + LR)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonMAMEM2 MOABB
CO2 Emission (g)· 2024-04-03
2.85556727
best: 21.4845976 (SSVEP_MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonMAMEM2 MOABB
training time (s)· 2024-04-03
399.849453
best: 1620.974344 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonMAMEM1 MOABB
Accuracy· 2024-04-03
54.5442871
best: 67.1084639 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonMAMEM1 MOABB
CO2 Emission (g)· 2024-04-03
1.785962026
best: 16.1321347 (SSVEP_MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonMAMEM1 MOABB
training time (s)· 2024-04-03
250.07919099999998
best: 3920.421198 (ShallowConvNet)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonLee2019-SSVEP MOABB
training time (s)· 2024-04-03
35.42286275
best: 191.3021131111111 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonKalunga2016 MOABB
Accuracy· 2024-04-03
34.20391266666667
best: 70.89385925 (SSVEP_MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonKalunga2016 MOABB
CO2 Emission (g)· 2024-04-03
0.0019902593416666666
best: 0.002602688875 (SSVEP_MDM)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319
SSVEPonKalunga2016 MOABB
training time (s)· 2024-04-03
0.27882464583333333
best: 10.771992875 (EEGNeX)
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark arXiv:2404.15319