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 71–80 of 118 papers

Title	Date	Tasks	Status
Social-sparsity brain decoders: faster spatial sparsity	Jun 21, 2016	Brain DecodingGeneral Classification	—Unverified
Through their eyes: multi-subject Brain Decoding with simple alignment techniques	Aug 1, 2023	Brain Decodingregression	—Unverified
Towards end-to-end optimisation of functional image analysis pipelines	Oct 13, 2016	Brain Decoding	—Unverified
UniBrain: Unify Image Reconstruction and Captioning All in One Diffusion Model from Human Brain Activity	Aug 14, 2023	AllBrain Decoding	—Unverified
UniCoRN: Unified Cognitive Signal ReconstructioN bridging cognitive signals and human language	Jul 6, 2023	Brain Computer InterfaceBrain Decoding	—Unverified
Unsupervised Adaptive Deep Learning Method For BCI Motor Imagery Decoding	Mar 15, 2024	Brain DecodingDeep Learning	—Unverified
ViEEG: Hierarchical Neural Coding with Cross-Modal Progressive Enhancement for EEG-Based Visual Decoding	May 18, 2025	Brain DecodingContrastive Learning	—Unverified
Explainable Emotion Decoding for Human and Computer Vision	Aug 1, 2024	Brain Decoding	—Unverified
Generating Visual Stimuli from EEG Recordings using Transformer-encoder based EEG encoder and GAN	Feb 15, 2024	Brain DecodingEEG	—Unverified
Gradient Hyperalignment for multi-subject fMRI data alignment	Jul 7, 2018	Brain DecodingGeneral Classification	—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