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 11–20 of 118 papers

Title	Date	Tasks	Status	Hype
Lite-Mind: Towards Efficient and Robust Brain Representation Network	Dec 6, 2023	Brain DecodingImage Retrieval	CodeCode Available	1
Memory Encoding Model	Aug 2, 2023	Brain DecodingHippocampus	CodeCode Available	1
Contrast, Attend and Diffuse to Decode High-Resolution Images from Brain Activities	May 26, 2023	Brain DecodingBrain Visual Reconstruction	CodeCode Available	1
Brain Captioning: Decoding human brain activity into images and text	May 19, 2023	Brain DecodingDepth Estimation	CodeCode Available	1
Natural scene reconstruction from fMRI signals using generative latent diffusion	Mar 9, 2023	Brain Computer InterfaceBrain Decoding	CodeCode Available	1
BrainCLIP: Bridging Brain and Visual-Linguistic Representation Via CLIP for Generic Natural Visual Stimulus Decoding	Feb 25, 2023	Brain DecodingImage Generation	CodeCode Available	1
Semantic Brain Decoding: from fMRI to conceptually similar image reconstruction of visual stimuli	Dec 13, 2022	Brain DecodingImage Reconstruction	CodeCode Available	1
FingerFlex: Inferring Finger Trajectories from ECoG signals	Oct 23, 2022	Brain Computer InterfaceBrain Decoding	CodeCode Available	1
Group-level Brain Decoding with Deep Learning	May 27, 2022	Brain DecodingDeep Learning	CodeCode Available	1
More Than Meets the Eye: Self-Supervised Depth Reconstruction From Brain Activity	Jun 9, 2021	Brain Decoding	CodeCode Available	1

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