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 81–90 of 118 papers

Title	Date	Tasks	Status	Hype
Interpreting wide-band neural activity using convolutional neural networks	Aug 2, 2021	Brain DecodingHippocampus	—Unverified	0
Voxel selection framework based on meta-heuristic search and mutual information for brain decoding	Jul 29, 2021	Brain Computer InterfaceBrain Decoding	—Unverified	0
Functional Magnetic Resonance Imaging data augmentation through conditional ICA	Jul 11, 2021	Brain DecodingData Augmentation	CodeCode Available	0
More Than Meets the Eye: Self-Supervised Depth Reconstruction From Brain Activity	Jun 9, 2021	Brain Decoding	CodeCode Available	1
Decoding and interpreting cortical signals with a compact convolutional neural network	Mar 2, 2021	Brain DecodingEEG	—Unverified	0
A General Framework for Revealing Human Mind with auto-encoding GANs	Feb 10, 2021	Brain Decoding	—Unverified	0
Predicting Classification Accuracy When Adding New Unobserved Classes	Oct 28, 2020	Brain DecodingClassification	—Unverified	0
Brain2Word: Decoding Brain Activity for Language Generation	Sep 10, 2020	Brain DecodingText Generation	CodeCode Available	1
Deep brain state classification of MEG data	Jul 2, 2020	Brain DecodingClassification	CodeCode Available	0
Linking artificial and human neural representations of language	Oct 2, 2019	Brain DecodingNatural Language Understanding	CodeCode Available	0

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