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 81–90 of 118 papers

Title	Date	Tasks	Status
Hierarchical Multi-resolution Mesh Networks for Brain Decoding	Jul 12, 2016	ARCBrain Decoding	—Unverified
Hierarchical Neural Representation of Dreamed Objects Revealed by Brain Decoding with Deep Neural Network Features	Jan 23, 2017	Brain DecodingObject	—Unverified
High-Dimensional Classification for Brain Decoding	Apr 10, 2015	Brain DecodingClassification	—Unverified
How Many Bytes Can You Take Out Of Brain-To-Text Decoding?	May 22, 2024	Brain DecodingDecoder	—Unverified
Interpretability in Linear Brain Decoding	Jun 17, 2016	Brain DecodingModel Selection	—Unverified
Interpreting wide-band neural activity using convolutional neural networks	Aug 2, 2021	Brain DecodingHippocampus	—Unverified
Learning Deep Temporal Representations for Brain Decoding	Dec 23, 2014	Brain DecodingGeneral Classification	—Unverified
MEG Decoding Across Subjects	Apr 16, 2014	Brain DecodingEnsemble Learning	—Unverified
MinD-3D: Reconstruct High-quality 3D objects in Human Brain	Dec 12, 2023	Brain DecodingDecoder	—Unverified
MindAligner: Explicit Brain Functional Alignment for Cross-Subject Visual Decoding from Limited fMRI Data	Feb 7, 2025	Brain Decoding	—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