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SotA/Medical/Brain Decoding

Brain Decoding

116 benchmarks118 papers

Motor Brain Decoding is fundamental task for building motor brain computer interfaces (BCI).

Progress in predicting finger movements based on brain activity allows us to restore motor functions and improve rehabilitation process of patients.

Benchmarks

Brain Decoding on BNCI2014-001 MOABB

training time (s)CO2 Emission (g)AUC-ROC Accuracy

Brain Decoding on PhysionetMotorImagery MOABB

training time (s)CO2 Emission (g)AUC-ROC Accuracy

Brain Decoding on Schirrmeister2017 MOABB

training time (s)CO2 Emission (g)AUC-ROC Accuracy

Brain Decoding on Weibo2014 MOABB

training time (s)CO2 Emission (g)AUC-ROC Accuracy

Brain Decoding on Zhou2016 MOABB

training time (s)CO2 Emission (g)AUC-ROC Accuracy

Brain Decoding on AlexandreMotorImagery MOABB

training time (s)CO2 Emission (g)Accuracy AUC-ROC

Brain Decoding on BNCI2014-004 MOABB

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Brain Decoding on Cho2017 MOABB

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Brain Decoding on GrosseWentrup2009 MOABB

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Brain Decoding on Lee2019-MI MOABB

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Brain Decoding on Shin2017A MOABB

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Brain Decoding on BNCI2014-002 MOABB

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Brain Decoding on BNCI2015-001 MOABB

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Brain Decoding on BNCI2015-004 MOABB

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Brain Decoding on BNCI2014-008 MOABB

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Brain Decoding on BNCI2014-009 MOABB

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Brain Decoding on BNCI2015-003 MOABB

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Brain Decoding on BrainInvaders2012 MOABB

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Brain Decoding on BrainInvaders2013a MOABB

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Brain Decoding on BrainInvaders2014a MOABB

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Brain Decoding on BrainInvaders2014b MOABB

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Brain Decoding on BrainInvaders2015a MOABB

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Brain Decoding on BrainInvaders2015b MOABB

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Brain Decoding on Cattan2019-VR MOABB

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Brain Decoding on EPFLP300 MOABB

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Brain Decoding on Huebner2017 MOABB

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Brain Decoding on Huebner2018 MOABB

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Brain Decoding on Kalunga2016 MOABB

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Brain Decoding on Lee2019-ERP MOABB

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Brain Decoding on Lee2019-SSVEP MOABB

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Brain Decoding on MAMEM1 MOABB

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Brain Decoding on MAMEM2 MOABB

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Brain Decoding on MAMEM3 MOABB

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Brain Decoding on Nakanishi2015 MOABB

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Brain Decoding on Sosulski2019 MOABB

AUC-ROC training time (s)CO2 Emission (g)

Brain Decoding on BCI Competition IV: ECoG to Finger Movements

Pearson Correlation

Brain Decoding on Wang2016 MOABB

Accuracy training time (s)CO2 Emission (g)

Brain Decoding on Stanford ECoG library: ECoG to Finger Movements

Pearson Correlation