ECG-EmotionNet: Nested Mixture of Expert (NMoE) Adaptation of ECG-Foundation Model for Driver Emotion Recognition
Fuente:
arXiv
Saved in:
| Main Authors: | Mansourian, Nastaran, Mohammadi, Arash, Ahmad, M. Omair, Swamy, M. N. S. |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Leveraging Vision Transformers for Enhanced Classification of Emotions using ECG Signals
by: Indrasiri, Pubudu L., et al.
Published: (2025)
by: Indrasiri, Pubudu L., et al.
Published: (2025)
ECG Foundation Models and Medical LLMs for Agentic Cardiovascular Intelligence at the Edge: A Review and Outlook
by: Khan, Mudassir Hasan, et al.
Published: (2026)
by: Khan, Mudassir Hasan, et al.
Published: (2026)
AnyECG: Evolved ECG Foundation Model for Holistic Health Profiling
by: Li, Jun, et al.
Published: (2026)
by: Li, Jun, et al.
Published: (2026)
ECG Semantic Integrator (ESI): A Foundation ECG Model Pretrained with LLM-Enhanced Cardiological Text
by: Yu, Han, et al.
Published: (2024)
by: Yu, Han, et al.
Published: (2024)
ECG-Chat: A Large ECG-Language Model for Cardiac Disease Diagnosis
by: Zhao, Yubao, et al.
Published: (2024)
by: Zhao, Yubao, et al.
Published: (2024)
MoEMba: A Mamba-based Mixture of Experts for High-Density EMG-based Hand Gesture Recognition
by: Shabanpour, Mehran, et al.
Published: (2025)
by: Shabanpour, Mehran, et al.
Published: (2025)
TransECG: Leveraging Transformers for Explainable ECG Re-identification Risk Analysis
by: Wang, Ziyu, et al.
Published: (2025)
by: Wang, Ziyu, et al.
Published: (2025)
SleepLiteCNN: Energy-Efficient Sleep Apnea Subtype Classification with 1-Second Resolution Using Single-Lead ECG
by: Mohammadi, Zahra, et al.
Published: (2025)
by: Mohammadi, Zahra, et al.
Published: (2025)
ECG-TEM: Time-based sub-Nyquist sampling for ECG signal reconstruction and Hardware Prototype
by: Naaman, Hila, et al.
Published: (2024)
by: Naaman, Hila, et al.
Published: (2024)
ECG-Image-Database: A Dataset of ECG Images with Real-World Imaging and Scanning Artifacts; A Foundation for Computerized ECG Image Digitization and Analysis
by: Reyna, Matthew A., et al.
Published: (2024)
by: Reyna, Matthew A., et al.
Published: (2024)
ECG-SleepNet: Deep Learning-Based Comprehensive Sleep Stage Classification Using ECG Signals
by: Aghaomidi, Poorya, et al.
Published: (2024)
by: Aghaomidi, Poorya, et al.
Published: (2024)
ECG Unveiled: Analysis of Client Re-identification Risks in Real-World ECG Datasets
by: Wang, Ziyu, et al.
Published: (2024)
by: Wang, Ziyu, et al.
Published: (2024)
DT4ECG: A Dual-Task Learning Framework for ECG-Based Human Identity Recognition and Human Activity Detection
by: You, Siyu, et al.
Published: (2025)
by: You, Siyu, et al.
Published: (2025)
Numerical Differentiation-based Electrophysiology-Aware Adaptive ResNet for Inverse ECG Modeling
by: Zhu, Lingzhen, et al.
Published: (2025)
by: Zhu, Lingzhen, et al.
Published: (2025)
Cardi-GPT: An Expert ECG-Record Processing Chatbot
by: Mallick, Koustav, et al.
Published: (2025)
by: Mallick, Koustav, et al.
Published: (2025)
Using Test-Time Data Augmentation for Cross-Domain Atrial Fibrillation Detection from ECG Signals
by: Soleimani, Majid, et al.
Published: (2025)
by: Soleimani, Majid, et al.
Published: (2025)
SONIC: Synergizing VisiON Foundation Models for Stress RecogNItion from ECG signals
by: Phukan, Orchid Chetia, et al.
Published: (2024)
by: Phukan, Orchid Chetia, et al.
Published: (2024)
CECGSR: Circular ECG Super-Resolution
by: Li, Honggui, et al.
Published: (2025)
by: Li, Honggui, et al.
Published: (2025)
Pretraining Strategies and Scaling for ECG Foundation Models: A Systematic Study
by: Al-Masud, M A, et al.
Published: (2026)
by: Al-Masud, M A, et al.
Published: (2026)
Deep learning model for ECG reconstruction reveals the information content of ECG leads
by: Gradowski, Tomasz, et al.
Published: (2025)
by: Gradowski, Tomasz, et al.
Published: (2025)
anyECG-chat: A Generalist ECG-MLLM for Flexible ECG Input and Multi-Task Understanding
by: Li, Haitao, et al.
Published: (2025)
by: Li, Haitao, et al.
Published: (2025)
TolerantECG: A Foundation Model for Imperfect Electrocardiogram
by: Nguyen, Huynh Dang, et al.
Published: (2025)
by: Nguyen, Huynh Dang, et al.
Published: (2025)
Evaluation of a Low-Cost Single-Lead ECG Module for Vascular Ageing Prediction and Studying Smoking-induced Changes in ECG
by: Ali, S. Anas, et al.
Published: (2023)
by: Ali, S. Anas, et al.
Published: (2023)
Complex Emotion Recognition System using basic emotions via Facial Expression, EEG, and ECG Signals: a review
by: Joloudari, Javad Hassannataj, et al.
Published: (2024)
by: Joloudari, Javad Hassannataj, et al.
Published: (2024)
SSSD-ECG-nle: New Label Embeddings with Structured State-Space Models for ECG generation
by: Skorik, Sergey, et al.
Published: (2024)
by: Skorik, Sergey, et al.
Published: (2024)
Enhanced Cross-Dataset Electroencephalogram-based Emotion Recognition using Unsupervised Domain Adaptation
by: Imtiaz, Md Niaz, et al.
Published: (2024)
by: Imtiaz, Md Niaz, et al.
Published: (2024)
AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification
by: Srivastava, Shreya
Published: (2024)
by: Srivastava, Shreya
Published: (2024)
Fusion of ECG Foundation Model Embeddings to Improve Early Detection of Acute Coronary Syndromes
by: Meng, Zeyuan, et al.
Published: (2025)
by: Meng, Zeyuan, et al.
Published: (2025)
Simultaneous Optimized Orthogonal Matching Pursuit with Application to ECG Compression
by: Rebollo-Neira, Laura
Published: (2024)
by: Rebollo-Neira, Laura
Published: (2024)
Lightweight Multi-task CNN for ECG Diagnosis with GRU-Diffusion
by: Xu, Lehuai, et al.
Published: (2025)
by: Xu, Lehuai, et al.
Published: (2025)
Investigation of Using Non-Contact Electrodes for Fetal ECG Monitoring
by: Le, Tai, et al.
Published: (2025)
by: Le, Tai, et al.
Published: (2025)
Personality Trait Recognition using ECG Spectrograms and Deep Learning
by: Altaf, Muhammad Mohsin, et al.
Published: (2024)
by: Altaf, Muhammad Mohsin, et al.
Published: (2024)
Cardioformer: Advancing AI in ECG Analysis with Multi-Granularity Patching and ResNet
by: Mobin, Md Kamrujjaman, et al.
Published: (2025)
by: Mobin, Md Kamrujjaman, et al.
Published: (2025)
Optimizing Neural Network Scale for ECG Classification
by: Lee, Byeong Tak, et al.
Published: (2023)
by: Lee, Byeong Tak, et al.
Published: (2023)
Self-Trained Model for ECG Complex Delineation
by: Avetisyan, Aram, et al.
Published: (2024)
by: Avetisyan, Aram, et al.
Published: (2024)
Generating Realistic Multi-Beat ECG Signals
by: Pöhl, Paul, et al.
Published: (2025)
by: Pöhl, Paul, et al.
Published: (2025)
AnyPPG: An ECG-Guided PPG Foundation Model Trained on Over 100,000 Hours of Recordings for Holistic Health Profiling
by: Nie, Guangkun, et al.
Published: (2025)
by: Nie, Guangkun, et al.
Published: (2025)
Interpretable ECG Analysis for Myocardial Infarction Detection through Counterfactuals
by: Tanyel, Toygar, et al.
Published: (2023)
by: Tanyel, Toygar, et al.
Published: (2023)
TFCDiff: Robust ECG Denoising via Time-Frequency Complementary Diffusion
by: Li, Pengxin, et al.
Published: (2025)
by: Li, Pengxin, et al.
Published: (2025)
xLSTM-ECG: Multi-label ECG Classification via Feature Fusion with xLSTM
by: Kang, Lei, et al.
Published: (2025)
by: Kang, Lei, et al.
Published: (2025)
Similar Items
-
Leveraging Vision Transformers for Enhanced Classification of Emotions using ECG Signals
by: Indrasiri, Pubudu L., et al.
Published: (2025) -
ECG Foundation Models and Medical LLMs for Agentic Cardiovascular Intelligence at the Edge: A Review and Outlook
by: Khan, Mudassir Hasan, et al.
Published: (2026) -
AnyECG: Evolved ECG Foundation Model for Holistic Health Profiling
by: Li, Jun, et al.
Published: (2026) -
ECG Semantic Integrator (ESI): A Foundation ECG Model Pretrained with LLM-Enhanced Cardiological Text
by: Yu, Han, et al.
Published: (2024) -
ECG-Chat: A Large ECG-Language Model for Cardiac Disease Diagnosis
by: Zhao, Yubao, et al.
Published: (2024)