Brain Decoding

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.

Papers

Showing 91–100 of 118 papers

Title	Date	Tasks	Status
Cross-view Brain Decoding	Apr 18, 2022	Brain DecodingImage Captioning	—Unverified
Decoding and interpreting cortical signals with a compact convolutional neural network	Mar 2, 2021	Brain DecodingEEG	—Unverified
Decoding dynamic brain patterns from evoked responses: A tutorial on multivariate pattern analysis applied to time-series neuroimaging data	Sep 30, 2016	Brain DecodingDimensionality Reduction	—Unverified
Decoding finger flexion from band-specific ECoG signals in humans	Jun 28, 2012	Brain Computer InterfaceBrain Decoding	—Unverified
Decoding finger movements from ECoG signals using switching linear models	Mar 6, 2012	Brain Decoding	—Unverified
Decoding Linguistic Representations of Human Brain	Jul 30, 2024	Brain Computer InterfaceBrain Decoding	—Unverified
Decoding of finger trajectory from ECoG using deep learning	Feb 28, 2018	Brain DecodingDeep Learning	—Unverified
Deep learning of fMRI big data: a novel approach to subject-transfer decoding	Jan 31, 2015	Brain DecodingDecoder	—Unverified
Discriminative Functional Connectivity Measures for Brain Decoding	Feb 23, 2014	Brain DecodingFunctional Connectivity	—Unverified
Domain Independent SVM for Transfer Learning in Brain Decoding	Mar 26, 2019	Brain DecodingTransfer Learning	—Unverified

Show:10 25 50

#	Model	Metric	Claimed	Verified	Status
1	FingerFlex	Pearson Correlation	0.67	—	Unverified
2	Gradient boosted trees on Riemannian features	Pearson Correlation	0.53	—	Unverified
3	Multi purpose CNN	Pearson Correlation	0.52	—	Unverified
4	CNN-LSTM	Pearson Correlation	0.52	—	Unverified
5	Linear regression based on band-specific ECoG	Pearson Correlation	0.48	—	Unverified
6	Interpretable Compact CNN	Pearson Correlation	0.45	—	Unverified
7	Switching linear models	Pearson Correlation	0.43	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FingerFlex	Pearson Correlation	0.49	—	Unverified