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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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–50 of 118 papers

TitleStatusHype
UMBRAE: Unified Multimodal Brain DecodingCode2
MindBridge: A Cross-Subject Brain Decoding FrameworkCode2
S-JEPA: towards seamless cross-dataset transfer through dynamic spatial attentionCode1
NeuroBOLT: Resting-state EEG-to-fMRI Synthesis with Multi-dimensional Feature MappingCode1
Brain Captioning: Decoding human brain activity into images and textCode1
Brain-Conditional Multimodal Synthesis: A Survey and TaxonomyCode1
See Through Their Minds: Learning Transferable Neural Representation from Cross-Subject fMRICode1
BrainCLIP: Bridging Brain and Visual-Linguistic Representation Via CLIP for Generic Natural Visual Stimulus DecodingCode1
Contrast, Attend and Diffuse to Decode High-Resolution Images from Brain ActivitiesCode1
Semantic Brain Decoding: from fMRI to conceptually similar image reconstruction of visual stimuliCode1
Lite-Mind: Towards Efficient and Robust Brain Representation NetworkCode1
Brain2Word: Decoding Brain Activity for Language GenerationCode1
FingerFlex: Inferring Finger Trajectories from ECoG signalsCode1
UniBrain: A Unified Model for Cross-Subject Brain DecodingCode1
A Conversational Brain-Artificial Intelligence InterfaceCode1
Memory Encoding ModelCode1
More Than Meets the Eye: Self-Supervised Depth Reconstruction From Brain ActivityCode1
Toward Generalizing Visual Brain Decoding to Unseen SubjectsCode1
BrainGuard: Privacy-Preserving Multisubject Image Reconstructions from Brain ActivitiesCode1
Natural scene reconstruction from fMRI signals using generative latent diffusionCode1
Group-level Brain Decoding with Deep LearningCode1
Decoding and interpreting cortical signals with a compact convolutional neural network—0
An encoding framework with brain inner state for natural image identification—0
Hierarchical Neural Representation of Dreamed Objects Revealed by Brain Decoding with Deep Neural Network Features—0
Correntropy-Based Logistic Regression with Automatic Relevance Determination for Robust Sparse Brain Activity Decoding—0
Contrastive Learning of Shared Spatiotemporal EEG Representations Across Individuals for Naturalistic Neuroscience—0
BELT:Bootstrapping Electroencephalography-to-Language Decoding and Zero-Shot Sentiment Classification by Natural Language Supervision—0
Cross-view Brain Decoding—0
A case study on profiling of an EEG-based brain decoding interface on Cloud and Edge servers—0
Decoding dynamic brain patterns from evoked responses: A tutorial on multivariate pattern analysis applied to time-series neuroimaging data—0
Aligning brain functions boosts the decoding of visual semantics in novel subjects—0
Gradient Hyperalignment for multi-subject fMRI data alignment—0
Hierarchical Multi-resolution Mesh Networks for Brain Decoding—0
High-Dimensional Classification for Brain Decoding—0
Dual Stream Graph Transformer Fusion Networks for Enhanced Brain Decoding—0
Brain-aligning of semantic vectors improves neural decoding of visual stimuli—0
A General Framework for Revealing Human Mind with auto-encoding GANs—0
Explainable Emotion Decoding for Human and Computer Vision—0
Brain Dialogue Interface (BDI): A User-Friendly fMRI Model for Interactive Brain Decoding—0
Deep learning of fMRI big data: a novel approach to subject-transfer decoding—0
Artificial Neural Networks for Magnetoencephalography: A review of an emerging field—0
Discriminative Functional Connectivity Measures for Brain Decoding—0
Domain Independent SVM for Transfer Learning in Brain Decoding—0
DreamCatcher: Revealing the Language of the Brain with fMRI using GPT Embedding—0
From Eye to Mind: brain2text Decoding Reveals the Neural Mechanisms of Visual Semantic Processing—0
Enhancing EEG-to-Text Decoding through Transferable Representations from Pre-trained Contrastive EEG-Text Masked Autoencoder—0
Explainable fMRI-based Brain Decoding via Spatial Temporal-pyramid Graph Convolutional Network—0
BELT-2: Bootstrapping EEG-to-Language representation alignment for multi-task brain decoding—0
FAASTA: A fast solver for total-variation regularization of ill-conditioned problems with application to brain imaging—0
Brain decoding: toward real-time reconstruction of visual perception—0
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All datasetsBCI Competition IV: ECoG to Finger MovementsStanford ECoG library: ECoG to Finger Movements

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1FingerFlexPearson Correlation0.67—Unverified
2Gradient boosted trees on Riemannian featuresPearson Correlation0.53—Unverified
3Multi purpose CNNPearson Correlation0.52—Unverified
4CNN-LSTMPearson Correlation0.52—Unverified
5Linear regression based on band-specific ECoGPearson Correlation0.48—Unverified
6Interpretable Compact CNNPearson Correlation0.45—Unverified
7Switching linear modelsPearson Correlation0.43—Unverified
#ModelMetricClaimedVerifiedStatus
1FingerFlexPearson Correlation0.49—Unverified