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 51–60 of 118 papers

Title	Date	Tasks	Status
Cross-view Brain Decoding	Apr 18, 2022	Brain DecodingImage Captioning	—Unverified
Decoding and interpreting cortical signals with a compact convolutional neural network	Mar 2, 2021	Brain DecodingEEG	—Unverified
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
Decoding finger flexion from band-specific ECoG signals in humans	Jun 28, 2012	Brain Computer InterfaceBrain Decoding	—Unverified
Decoding finger movements from ECoG signals using switching linear models	Mar 6, 2012	Brain Decoding	—Unverified
Modeling the Sequence of Brain Volumes by Local Mesh Models for Brain Decoding	Mar 3, 2016	Brain DecodingObject Recognition	—Unverified
Multimodal wearable EEG, EMG and accelerometry measurements improve the accuracy of tonic-clonic seizure detection in-hospital	Mar 19, 2024	Brain DecodingEEG	—Unverified
Multi-view and Cross-view Brain Decoding	Oct 1, 2022	Brain DecodingImage Captioning	—Unverified
Natural Image Reconstruction from fMRI using Deep Learning: A Survey	Oct 18, 2021	Brain DecodingDeep Learning	—Unverified
Neuro-Vision to Language: Enhancing Brain Recording-based Visual Reconstruction and Language Interaction	Apr 30, 2024	Brain DecodingImage Reconstruction	—Unverified

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