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
MindFormer: Semantic Alignment of Multi-Subject fMRI for Brain Decoding	May 28, 2024	Brain DecodingImage Generation	—Unverified
MindSemantix: Deciphering Brain Visual Experiences with a Brain-Language Model	May 29, 2024	Brain DecodingLanguage Modeling	—Unverified
MindShot: Brain Decoding Framework Using Only One Image	May 24, 2024	Brain Decoding	—Unverified
Mixed-norm Regularization for Brain Decoding	Mar 14, 2014	Brain DecodingERP	—Unverified
Modeling 4D fMRI Data via Spatio-Temporal Convolutional Neural Networks (ST-CNN)	May 31, 2018	Brain DecodingMedical Image Analysis	—Unverified
Functional Magnetic Resonance Imaging data augmentation through conditional ICA	Jul 11, 2021	Brain DecodingData Augmentation	CodeCode Available
Extracting representations of cognition across neuroimaging studies improves brain decoding	Sep 17, 2018	Brain Decoding	CodeCode Available
Domain Adaptation-Enhanced Searchlight: Enabling classification of brain states from visual perception to mental imagery	Aug 2, 2024	Binary ClassificationBrain Computer Interface	CodeCode Available
Spatiotemporal Learning of Brain Dynamics from fMRI Using Frequency-Specific Multi-Band Attention for Cognitive and Psychiatric Applications	Mar 30, 2025	Brain Decoding	CodeCode Available
Spurious reconstruction from brain activity	May 16, 2024	Brain DecodingHallucination	CodeCode Available

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