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	Hype
FingerFlex: Inferring Finger Trajectories from ECoG signals	Oct 23, 2022	Brain Computer InterfaceBrain Decoding	CodeCode Available	1
Explainable fMRI-based Brain Decoding via Spatial Temporal-pyramid Graph Convolutional Network	Oct 8, 2022	Brain Decoding	—Unverified	0
Multi-view and Cross-view Brain Decoding	Oct 1, 2022	Brain DecodingImage Captioning	—Unverified	0
On the benefits of self-taught learning for brain decoding	Sep 19, 2022	Brain Decoding	—Unverified	0
Correntropy-Based Logistic Regression with Automatic Relevance Determination for Robust Sparse Brain Activity Decoding	Jul 20, 2022	Brain DecodingClassification	—Unverified	0
Group-level Brain Decoding with Deep Learning	May 27, 2022	Brain DecodingDeep Learning	CodeCode Available	1
Cross-view Brain Decoding	Apr 18, 2022	Brain DecodingImage Captioning	—Unverified	0
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	0
Natural Image Reconstruction from fMRI using Deep Learning: A Survey	Oct 18, 2021	Brain DecodingDeep Learning	—Unverified	0
A case study on profiling of an EEG-based brain decoding interface on Cloud and Edge servers	Oct 4, 2021	Brain Computer InterfaceBrain Decoding	—Unverified	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	CNN-LSTM	Pearson Correlation	0.52	—	Unverified
4	Multi purpose CNN	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