Brain Decoding on BCI Competition IV: ECoG to Finger Movements

Metric: Pearson Correlation (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Pearson Correlation▼	Extra Data	Paper	Date↕	Code
1	FingerFlex	0.67	No	FingerFlex: Inferring Finger Trajectories from E...	2022-10-23	Code
2	Gradient boosted trees on Riemannian features	0.53	No	-	-	-
3	CNN-LSTM	0.52	No	-	-	-
4	Multi purpose CNN	0.52	No	-	-	-
5	Linear regression based on band-specific ECoG	0.48	No	-	-	-
6	Interpretable Compact CNN	0.45	No	-	-	-
7	Switching linear models	0.43	No	-	-	-

#1FingerFlexSOTA
0.67
Pearson Correlation· 2022-10-23
FingerFlex: Inferring Finger Trajectories from ECoG signals Code
#2Gradient boosted trees on Riemannian features
0.53
Pearson Correlation
No paper
#3CNN-LSTM
0.52
Pearson Correlation
No paper
#4Multi purpose CNN
0.52
Pearson Correlation
No paper
#5Linear regression based on band-specific ECoG
0.48
Pearson Correlation
No paper
#6Interpretable Compact CNN
0.45
Pearson Correlation
No paper
#7Switching linear models
0.43
Pearson Correlation
No paper