DynaMind: Reconstructing Dynamic Visual Scenes from EEG by Aligning Temporal Dynamics and Multimodal Semantics to Guided Diffusion
Fuente:
arXiv
Saved in:
| Main Authors: | Liu, Junxiang, Lin, Junming, Li, Jiangtong, Li, Jie |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
ALFEE: Adaptive Large Foundation Model for EEG Representation
by: Xiong, Wei, et al.
Published: (2025)
by: Xiong, Wei, et al.
Published: (2025)
Visual Decoding and Reconstruction via EEG Embeddings with Guided Diffusion
by: Li, Dongyang, et al.
Published: (2024)
by: Li, Dongyang, et al.
Published: (2024)
EEG-FM-Bench: A Comprehensive Benchmark for the Systematic Evaluation of EEG Foundation Models
by: Xiong, Wei, et al.
Published: (2025)
by: Xiong, Wei, et al.
Published: (2025)
Mind2Matter: Creating 3D Models from EEG Signals
by: Deng, Xia, et al.
Published: (2025)
by: Deng, Xia, et al.
Published: (2025)
EEG-DBNet: A Dual-Branch Network for Temporal-Spectral Decoding in Motor-Imagery Brain-Computer Interfaces
by: Lou, Xicheng, et al.
Published: (2024)
by: Lou, Xicheng, et al.
Published: (2024)
Personalized Continual EEG Decoding: Retaining and Transferring Knowledge
by: Li, Dan, et al.
Published: (2024)
by: Li, Dan, et al.
Published: (2024)
Dynamics of Collective Group Affect: Group-level Annotations and the Multimodal Modeling of Convergence and Divergence
by: Prabhu, Navin Raj, et al.
Published: (2024)
by: Prabhu, Navin Raj, et al.
Published: (2024)
Subject Disentanglement Neural Network for Speech Envelope Reconstruction from EEG
by: Zhang, Li, et al.
Published: (2025)
by: Zhang, Li, et al.
Published: (2025)
Dynamic-Attention-based EEG State Transition Modeling for Emotion Recognition
by: Shen, Xinke, et al.
Published: (2024)
by: Shen, Xinke, et al.
Published: (2024)
Bridging BCI and Communications: A MIMO Framework for EEG-to-ECoG Wireless Channel Modeling
by: Wang, Jiaheng, et al.
Published: (2025)
by: Wang, Jiaheng, et al.
Published: (2025)
In-Ear Electrode EEG for Practical SSVEP BCI
by: Mouli, Surej, et al.
Published: (2025)
by: Mouli, Surej, et al.
Published: (2025)
Multi-Source EEG Emotion Recognition via Dynamic Contrastive Domain Adaptation
by: Xiao, Yun, et al.
Published: (2024)
by: Xiao, Yun, et al.
Published: (2024)
The Riemannian Means Field Classifier for EEG-Based BCI Data
by: Andreev, Anton, et al.
Published: (2025)
by: Andreev, Anton, et al.
Published: (2025)
Beyond Subjectivity: Continuous Cybersickness Detection Using EEG-based Multitaper Spectrum Estimation
by: Demirel, Berken Utku, et al.
Published: (2025)
by: Demirel, Berken Utku, et al.
Published: (2025)
miMamba: EEG-based Emotion Recognition with Multi-scale Inverted Mamba Models
by: Zhou, Xin, et al.
Published: (2024)
by: Zhou, Xin, et al.
Published: (2024)
ESI-GAL: EEG Source Imaging-based Trajectory Estimation for Grasp and Lift Task
by: Jain, Anant, et al.
Published: (2024)
by: Jain, Anant, et al.
Published: (2024)
High-Density EEG Enables the Fastest Visual Brain-Computer Interfaces
by: Ming, Gege, et al.
Published: (2025)
by: Ming, Gege, et al.
Published: (2025)
Towards Bi-Hemispheric Emotion Mapping through EEG: A Dual-Stream Neural Network Approach
by: Freire-Obregón, David, et al.
Published: (2024)
by: Freire-Obregón, David, et al.
Published: (2024)
DIY hybrid SSVEP-P300 LED stimuli for BCI platform using EMOTIV EEG headset
by: Mouli, Surej, et al.
Published: (2025)
by: Mouli, Surej, et al.
Published: (2025)
Predicting Workload in Virtual Flight Simulations using EEG Features (Including Post-hoc Analysis in Appendix)
by: Verkennis, Bas, et al.
Published: (2024)
by: Verkennis, Bas, et al.
Published: (2024)
A Combined Channel Approach for Decoding Intracranial EEG Signals: Enhancing Accuracy through Spatial Information Integration
by: Memar, Maryam Ostadsharif, et al.
Published: (2024)
by: Memar, Maryam Ostadsharif, et al.
Published: (2024)
BEATS: An Open-Source, High-Precision, Multi-Channel EEG Acquisition Tool System
by: Zou, Bing, et al.
Published: (2022)
by: Zou, Bing, et al.
Published: (2022)
DECODE: Dual-Enhanced Conditioned Diffusion for EEG Forecasting
by: Shabanpour, Mehran, et al.
Published: (2026)
by: Shabanpour, Mehran, et al.
Published: (2026)
Spatial-Temporal Transformer with Curriculum Learning for EEG-Based Emotion Recognition
by: Lin, Xuetao, et al.
Published: (2025)
by: Lin, Xuetao, et al.
Published: (2025)
Perception-Guided EEG Analysis: A Deep Learning Approach Inspired by Level of Detail (LOD) Theory
by: Tong, BG
Published: (2025)
by: Tong, BG
Published: (2025)
User Identity Protection in EEG-based Brain-Computer Interfaces
by: Meng, L., et al.
Published: (2024)
by: Meng, L., et al.
Published: (2024)
EEG for fatigue monitoring
by: Rakhmatulin, Ildar
Published: (2024)
by: Rakhmatulin, Ildar
Published: (2024)
nASR: An End-to-End Trainable Neural Layer for Channel-Level EEG Artifact Subspace Reconstruction in Real-Time BCI
by: Sarkar, Shantanu, et al.
Published: (2026)
by: Sarkar, Shantanu, et al.
Published: (2026)
Mind's Eye: Image Recognition by EEG via Multimodal Similarity-Keeping Contrastive Learning
by: Chen, Chi-Sheng, et al.
Published: (2024)
by: Chen, Chi-Sheng, et al.
Published: (2024)
A TDM-based Analog Front-End for Ear-EEG Recording with 74.5-GΩ Input Impedance, 384-mV DC Tolerance and 0.27-μVrms Input-Referred Noise
by: Zheng, Huiyong, et al.
Published: (2024)
by: Zheng, Huiyong, et al.
Published: (2024)
A Spatio-Temporal Graph Convolutional Network for Gesture Recognition from High-Density Electromyography
by: Zhong, Wenjuan, et al.
Published: (2023)
by: Zhong, Wenjuan, et al.
Published: (2023)
A Spatial-Spectral and Temporal Dual Prototype Network for Motor Imagery Brain-Computer Interface
by: Han, Can, et al.
Published: (2024)
by: Han, Can, et al.
Published: (2024)
Passenger hazard perception based on EEG signals for highly automated driving vehicles
by: Tan, Ashton Yu Xuan, et al.
Published: (2024)
by: Tan, Ashton Yu Xuan, et al.
Published: (2024)
Channel Reflection: Knowledge-Driven Data Augmentation for EEG-Based Brain-Computer Interfaces
by: Wang, Ziwei, et al.
Published: (2024)
by: Wang, Ziwei, et al.
Published: (2024)
Know What, Know Why: Semantic Hazard Communication for Intelligent V2X Systems
by: Sun, Chen, et al.
Published: (2025)
by: Sun, Chen, et al.
Published: (2025)
Hierarchic-EEG2Text: Assessing EEG-To-Text Decoding across Hierarchical Abstraction Levels
by: Sharma, Anupam, et al.
Published: (2026)
by: Sharma, Anupam, et al.
Published: (2026)
EEGMatch: Learning with Incomplete Labels for Semi-Supervised EEG-based Cross-Subject Emotion Recognition
by: Zhou, Rushuang, et al.
Published: (2023)
by: Zhou, Rushuang, et al.
Published: (2023)
EEG-Features for Generalized Deepfake Detection
by: Beckmann, Arian, et al.
Published: (2024)
by: Beckmann, Arian, et al.
Published: (2024)
EEG-Based Brain-LLM Interface for Human Preference Aligned Generation
by: Zhang, Junzi, et al.
Published: (2026)
by: Zhang, Junzi, et al.
Published: (2026)
NeuroLM: A Universal Multi-task Foundation Model for Bridging the Gap between Language and EEG Signals
by: Jiang, Wei-Bang, et al.
Published: (2024)
by: Jiang, Wei-Bang, et al.
Published: (2024)
Similar Items
-
ALFEE: Adaptive Large Foundation Model for EEG Representation
by: Xiong, Wei, et al.
Published: (2025) -
Visual Decoding and Reconstruction via EEG Embeddings with Guided Diffusion
by: Li, Dongyang, et al.
Published: (2024) -
EEG-FM-Bench: A Comprehensive Benchmark for the Systematic Evaluation of EEG Foundation Models
by: Xiong, Wei, et al.
Published: (2025) -
Mind2Matter: Creating 3D Models from EEG Signals
by: Deng, Xia, et al.
Published: (2025) -
EEG-DBNet: A Dual-Branch Network for Temporal-Spectral Decoding in Motor-Imagery Brain-Computer Interfaces
by: Lou, Xicheng, et al.
Published: (2024)