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	Hype
How Many Bytes Can You Take Out Of Brain-To-Text Decoding?	May 22, 2024	Brain DecodingDecoder	—Unverified	0
Spurious reconstruction from brain activity	May 16, 2024	Brain DecodingHallucination	CodeCode Available	0
Neuro-Vision to Language: Enhancing Brain Recording-based Visual Reconstruction and Language Interaction	Apr 30, 2024	Brain DecodingImage Reconstruction	—Unverified	0
MindBridge: A Cross-Subject Brain Decoding Framework	Apr 11, 2024	Brain DecodingData Augmentation	CodeCode Available	2
UMBRAE: Unified Multimodal Brain Decoding	Apr 10, 2024	Brain DecodingLanguage Modeling	CodeCode Available	2
Brain-aligning of semantic vectors improves neural decoding of visual stimuli	Mar 22, 2024	Brain DecodingRepresentation Learning	—Unverified	0
Multimodal wearable EEG, EMG and accelerometry measurements improve the accuracy of tonic-clonic seizure detection in-hospital	Mar 19, 2024	Brain DecodingEEG	—Unverified	0
S-JEPA: towards seamless cross-dataset transfer through dynamic spatial attention	Mar 18, 2024	Brain Computer InterfaceBrain Decoding	CodeCode Available	1
Unsupervised Adaptive Deep Learning Method For BCI Motor Imagery Decoding	Mar 15, 2024	Brain DecodingDeep Learning	—Unverified	0
Data-Efficient Sleep Staging with Synthetic Time Series Pretraining	Mar 13, 2024	Brain DecodingEEG	CodeCode Available	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