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 41–50 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
Linking artificial and human neural representations of language	Oct 2, 2019	Brain DecodingNatural Language Understanding	CodeCode Available	5
Decoding fMRI Data into Captions using Prefix Language Modeling	Jan 5, 2025	Brain DecodingImage Captioning	CodeCode Available	5
Functional Magnetic Resonance Imaging data augmentation through conditional ICA	Jul 11, 2021	Brain DecodingData Augmentation	CodeCode Available	5
Decoding dynamic brain patterns from evoked responses: A tutorial on multivariate pattern analysis applied to time-series neuroimaging data	Sep 30, 2016	Brain DecodingDimensionality Reduction	—Unverified	0
Decoding and interpreting cortical signals with a compact convolutional neural network	Mar 2, 2021	Brain DecodingEEG	—Unverified	0
Cross-view Brain Decoding	Apr 18, 2022	Brain DecodingImage Captioning	—Unverified	0
An encoding framework with brain inner state for natural image identification	Aug 22, 2019	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
Contrastive Learning of Shared Spatiotemporal EEG Representations Across Individuals for Naturalistic Neuroscience	Feb 22, 2024	Brain DecodingContrastive Learning	—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