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 31–40 of 118 papers

Title	Date	Tasks	Status	Score
JGAT: a joint spatio-temporal graph attention model for brain decoding	Jun 3, 2023	Brain DecodingFunctional Connectivity	CodeCode Available	5
Structural Similarities Between Language Models and Neural Response Measurements	Jun 2, 2023	Brain Decoding	CodeCode Available	5
Functional Magnetic Resonance Imaging data augmentation through conditional ICA	Jul 11, 2021	Brain DecodingData Augmentation	CodeCode Available	5
Decoding visual brain representations from electroencephalography through Knowledge Distillation and latent diffusion models	Sep 8, 2023	Brain DecodingEEG	CodeCode Available	5
Extracting representations of cognition across neuroimaging studies improves brain decoding	Sep 17, 2018	Brain Decoding	CodeCode Available	5
Decoding fMRI Data into Captions using Prefix Language Modeling	Jan 5, 2025	Brain DecodingImage Captioning	CodeCode Available	5
Deep brain state classification of MEG data	Jul 2, 2020	Brain DecodingClassification	CodeCode Available	5
Deep learning-based electroencephalography analysis: a systematic review	Jan 16, 2019	Brain DecodingDeep Learning	CodeCode Available	5
Does the brain represent words? An evaluation of brain decoding studies of language understanding	Jun 2, 2018	Brain DecodingSentence	CodeCode Available	5
Diffusion Models for Computational Neuroimaging: A Survey	Feb 10, 2025	Brain DecodingDenoising	CodeCode Available	5

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