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	Score
Brain Captioning: Decoding human brain activity into images and text	May 19, 2023	Brain DecodingDepth Estimation	CodeCode Available	1	5
Linking artificial and human neural representations of language	Oct 2, 2019	Brain DecodingNatural Language Understanding	CodeCode Available	0	5
Data-Efficient Sleep Staging with Synthetic Time Series Pretraining	Mar 13, 2024	Brain DecodingEEG	CodeCode Available	0	5
Structural Similarities Between Language Models and Neural Response Measurements	Jun 2, 2023	Brain Decoding	CodeCode Available	0	5
Functional Magnetic Resonance Imaging data augmentation through conditional ICA	Jul 11, 2021	Brain DecodingData Augmentation	CodeCode Available	0	5
Interpretability of Multivariate Brain Maps in Brain Decoding: Definition and Quantification	Mar 29, 2016	Brain DecodingModel Selection	CodeCode Available	0	5
Brain-optimized inference improves reconstructions of fMRI brain activity	Dec 12, 2023	Brain Decoding	CodeCode Available	0	5
JGAT: a joint spatio-temporal graph attention model for brain decoding	Jun 3, 2023	Brain DecodingFunctional Connectivity	CodeCode Available	0	5
A Survey on fMRI-based Brain Decoding for Reconstructing Multimodal Stimuli	Mar 20, 2025	Brain DecodingImage Generation	CodeCode Available	0	5
Does the brain represent words? An evaluation of brain decoding studies of language understanding	Jun 2, 2018	Brain DecodingSentence	CodeCode Available	0	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