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 21–30 of 118 papers

Title	Date	Tasks	Status	Hype
NeuroBOLT: Resting-state EEG-to-fMRI Synthesis with Multi-dimensional Feature Mapping	Oct 7, 2024	Brain DecodingEEG	CodeCode Available	1
Dual Stream Graph Transformer Fusion Networks for Enhanced Brain Decoding	Sep 23, 2024	Brain DecodingGraph Attention	—Unverified	0
BELT-2: Bootstrapping EEG-to-Language representation alignment for multi-task brain decoding	Aug 28, 2024	Brain DecodingEEG	—Unverified	0
Domain Adaptation-Enhanced Searchlight: Enabling classification of brain states from visual perception to mental imagery	Aug 2, 2024	Binary ClassificationBrain Computer Interface	CodeCode Available	0
Explainable Emotion Decoding for Human and Computer Vision	Aug 1, 2024	Brain Decoding	—Unverified	0
Decoding Linguistic Representations of Human Brain	Jul 30, 2024	Brain Computer InterfaceBrain Decoding	—Unverified	0
Brain Dialogue Interface (BDI): A User-Friendly fMRI Model for Interactive Brain Decoding	Jun 17, 2024	Brain Decoding	—Unverified	0
MindSemantix: Deciphering Brain Visual Experiences with a Brain-Language Model	May 29, 2024	Brain DecodingLanguage Modeling	—Unverified	0
MindFormer: Semantic Alignment of Multi-Subject fMRI for Brain Decoding	May 28, 2024	Brain DecodingImage Generation	—Unverified	0
MindShot: Brain Decoding Framework Using Only One Image	May 24, 2024	Brain 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	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