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 71–80 of 118 papers

Title	Date	Tasks	Status
JGAT: a joint spatio-temporal graph attention model for brain decoding	Jun 3, 2023	Brain DecodingFunctional Connectivity	CodeCode Available
Structural Similarities Between Language Models and Neural Response Measurements	Jun 2, 2023	Brain Decoding	CodeCode Available
Second Sight: Using brain-optimized encoding models to align image distributions with human brain activity	Jun 1, 2023	Brain DecodingImage Reconstruction	CodeCode Available
Self-Supervised Pretraining on Paired Sequences of fMRI Data for Transfer Learning to Brain Decoding Tasks	May 15, 2023	Brain DecodingTransfer Learning	—Unverified
Explainable fMRI-based Brain Decoding via Spatial Temporal-pyramid Graph Convolutional Network	Oct 8, 2022	Brain Decoding	—Unverified
Multi-view and Cross-view Brain Decoding	Oct 1, 2022	Brain DecodingImage Captioning	—Unverified
On the benefits of self-taught learning for brain decoding	Sep 19, 2022	Brain Decoding	—Unverified
Correntropy-Based Logistic Regression with Automatic Relevance Determination for Robust Sparse Brain Activity Decoding	Jul 20, 2022	Brain DecodingClassification	—Unverified
Cross-view Brain Decoding	Apr 18, 2022	Brain DecodingImage Captioning	—Unverified
Fast and accurate decoding of finger movements from ECoG through Riemannian features and modern machine learning techniques	Feb 25, 2022	Brain Computer InterfaceBrain Decoding	—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