Self-supervised ECG Representation Learning for Emotion Recognition

4 February 2020

Papers citing "Self-supervised ECG Representation Learning for Emotion Recognition"

50 / 81 papers shown

Title
ECG-EmotionNet: Nested Mixture of Expert (NMoE) Adaptation of ECG-Foundation Model for Driver Emotion Recognition Nastaran Mansourian Arash Mohammadi M. Omair Ahmad M. Swamy MoE 33 0 0 03 Mar 2025
Wearable Accelerometer Foundation Models for Health via Knowledge Distillation Salar Abbaspourazad Anshuman Mishra Joseph D. Futoma Andrew C. Miller Ian Shapiro 88 0 0 15 Dec 2024
Seismocardiography for Emotion Recognition: A Study on EmoWear with Insights from DEAP Mohammad Hasan Rahmani Rafael Berkvens Maarten Weyn 80 0 0 30 Nov 2024
PaPaGei: Open Foundation Models for Optical Physiological Signals Arvind Pillai Dimitris Spathis F. Kawsar Mohammad Malekzadeh VLM 37 7 0 27 Oct 2024
Multi-modal Cross-domain Self-supervised Pre-training for fMRI and EEG Fusion Xinxu Wei K. Zhao Yong Jiao Nancy B. Carlisle Hua Xie Gregory A. Fonzo Yu Zhang 23 0 0 27 Sep 2024
VisioPhysioENet: Multimodal Engagement Detection using Visual and Physiological Signals Alakhsimar Singh Nischay Verma Kanav Goyal Amritpal Singh Puneet Kumar Xiaobai Li 31 1 0 24 Sep 2024
ECG Semantic Integrator (ESI): A Foundation ECG Model Pretrained with LLM-Enhanced Cardiological Text Han Yu Peikun Guo Akane Sano 34 15 0 26 May 2024
Modally Reduced Representation Learning of Multi-Lead ECG Signals through Simultaneous Alignment and Reconstruction Nabil Ibtehaz Masood S. Mortazavi 21 0 0 24 May 2024
Self-supervised Gait-based Emotion Representation Learning from Selective Strongly Augmented Skeleton Sequences Cheng Song Lu Lu Zhen Ke Long Gao Shuai Ding SLR CVBM 32 0 0 08 May 2024
Stressor Type Matters! -- Exploring Factors Influencing Cross-Dataset Generalizability of Physiological Stress Detection Pooja Prajod Bhargavi Mahesh Elisabeth André 19 5 0 06 May 2024
EEG decoding with conditional identification information Pengfei Sun Jorg De Winne P. Devos Dick Botteldooren 16 1 0 21 Mar 2024
Guiding Masked Representation Learning to Capture Spatio-Temporal Relationship of Electrocardiogram Yeongyeon Na Minje Park Yunwon Tae S. Joo 25 24 0 02 Feb 2024
Large-scale Training of Foundation Models for Wearable Biosignals Salar Abbaspourazad Oussama Elachqar Andrew C. Miller S. Emrani Udhyakumar Nallasamy Ian Shapiro 23 30 0 08 Dec 2023
Which Augmentation Should I Use? An Empirical Investigation of Augmentations for Self-Supervised Phonocardiogram Representation Learning Aristotelis Ballas Vasileios Papapanagiotou Christos Diou 30 0 0 01 Dec 2023
Remote Heart Rate Monitoring in Smart Environments from Videos with Self-supervised Pre-training Divij Gupta Ali Etemad 19 2 0 23 Oct 2023
MTS-LOF: Medical Time-Series Representation Learning via Occlusion-Invariant Features Huayu Li Ana S. Carreon-Rascon Xiwen Chen Geng Yuan Ao Li AI4TS 11 5 0 19 Oct 2023
ECG-SL: Electrocardiogram(ECG) Segment Learning, a deep learning method for ECG signal Han Yu Huiyuan Yang Akane Sano 22 1 0 01 Oct 2023
Scaling Representation Learning from Ubiquitous ECG with State-Space Models Kleanthis Avramidis Dominika Kunc Bartosz Perz Kranti Adsul Tiantian Feng Przemyslaw Kazienko Stanisław Saganowski Shrikanth Narayanan AI4TS 30 3 0 26 Sep 2023
LeBenchmark 2.0: a Standardized, Replicable and Enhanced Framework for Self-supervised Representations of French Speech Titouan Parcollet H. Nguyen Solène Evain Marcely Zanon Boito Adrien Pupier ... François Portet Solange Rossato F. Ringeval D. Schwab Laurent Besacier 40 15 0 11 Sep 2023
Towards quantitative precision for ECG analysis: Leveraging state space models, self-supervision and patient metadata Temesgen Mehari Nils Strodthoff 21 17 0 29 Aug 2023
A Unified Transformer-based Network for multimodal Emotion Recognition Kamran Ali Charles E. Hughes 10 1 0 27 Aug 2023
Region-Disentangled Diffusion Model for High-Fidelity PPG-to-ECG Translation Debaditya Shome Pritam Sarkar Ali Etemad DiffM 24 8 0 25 Aug 2023
Refashioning Emotion Recognition Modelling: The Advent of Generalised Large Models Zixing Zhang Liyizhe Peng Tao Pang Jing Han Huan Zhao Bjorn W. Schuller 32 13 0 21 Aug 2023
Large Transformers are Better EEG Learners Bingxin Wang Xiao-Ying Fu Yuan Lan Luchan Zhang Wei Zheng Yang Xiang 15 4 0 20 Aug 2023
Personalization of Stress Mobile Sensing using Self-Supervised Learning Tanvir Islam Peter Washington 24 6 0 04 Aug 2023
Unsupervised Representation Learning for Time Series: A Review Qianwen Meng Hangwei Qian Yong Liu Yonghui Xu Zhiqi Shen Li-zhen Cui AI4TS 30 17 0 03 Aug 2023
EEG-based Cognitive Load Classification using Feature Masked Autoencoding and Emotion Transfer Learning Dustin Pulver Prithila Angkan Paul Hungler Ali Etemad 27 5 0 01 Aug 2023
Personalized Anomaly Detection in PPG Data using Representation Learning and Biometric Identification Ramin Ghorbani Marcel J. T. Reinders David Tax 19 4 0 12 Jul 2023
Exploring the Landscape of Ubiquitous In-home Health Monitoring: A Comprehensive Survey Farhad Pourpanah Ali Etemad 24 4 0 22 Jun 2023
Deep Neural Networks Generalization and Fine-Tuning for 12-lead ECG Classification A. Avetisyan Shahane Tigranyan A. Asatryan O. Mashkova Sergey Skorik V. Ananev Yury Markin LM&MA 17 5 0 19 May 2023
In-Distribution and Out-of-Distribution Self-supervised ECG Representation Learning for Arrhythmia Detection S. Soltanieh J. Hashemi Ali Etemad 21 11 0 13 Apr 2023
Multimodal Brain-Computer Interface for In-Vehicle Driver Cognitive Load Measurement: Dataset and Baselines Prithila Angkan Behnam Behinaein Zunayed Mahmud Anubha Bhatti D. Rodenburg Paul Hungler Ali Etemad 8 9 0 09 Apr 2023
Transformer-based Self-supervised Multimodal Representation Learning for Wearable Emotion Recognition Yujin Wu Mohamed Daoudi A. Amad 31 35 0 29 Mar 2023
Towards Domain Generalization for ECG and EEG Classification: Algorithms and Benchmarks Aristotelis Ballas Christos Diou OOD 22 12 0 20 Mar 2023
TimeMAE: Self-Supervised Representations of Time Series with Decoupled Masked Autoencoders Mingyue Cheng Qi Liu Zhiding Liu Haotong Zhang Rujiao Zhang Enhong Chen AI4TS 29 42 0 01 Mar 2023
Partial Label Learning for Emotion Recognition from EEG Guangyi Zhang Ali Etemad 41 2 0 25 Feb 2023
FormerTime: Hierarchical Multi-Scale Representations for Multivariate Time Series Classification Mingyue Cheng Qi Liu Zhiding Liu Zhi Li Yucong Luo Enhong Chen AI4TS 16 31 0 20 Feb 2023
Label-efficient Time Series Representation Learning: A Review Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li AI4TS 27 13 0 13 Feb 2023
MVKT-ECG: Efficient Single-lead ECG Classification on Multi-Label Arrhythmia by Multi-View Knowledge Transferring Yuzhen Qin Li Sun Hui Chen Wei-Qiang Zhang Wenming Yang Jintao Fei Guijin Wang 26 14 0 28 Jan 2023
A Novel Exploitative and Explorative GWO-SVM Algorithm for Smart Emotion Recognition Xucun Yan Zihuai Lin Zhiyun Lin B. Vucetic 11 20 0 05 Jan 2023
MHCCL: Masked Hierarchical Cluster-Wise Contrastive Learning for Multivariate Time Series Qianwen Meng Hangwei Qian Yong Liu Li-zhen Cui Yonghui Xu Zhiqi Shen AI4TS 23 33 0 02 Dec 2022
CardiacGen: A Hierarchical Deep Generative Model for Cardiac Signals Tushar Agarwal Emre Ertin MedIm 13 2 0 15 Nov 2022
Persian Emotion Detection using ParsBERT and Imbalanced Data Handling Approaches Amirhossein Abaskohi Nazanin Sabri B. Bahrak 25 4 0 15 Nov 2022
Pretraining ECG Data with Adversarial Masking Improves Model Generalizability for Data-Scarce Tasks Jessica Y. Bo Hen-Wei Huang Alvin Chan G. Traverso MedIm 22 4 0 15 Nov 2022
Classification and Self-Supervised Regression of Arrhythmic ECG Signals Using Convolutional Neural Networks B. Grabowski P. Głomb Wojciech Masarczyk Pawel Plawiak Ozal Yildirim U. Acharya Ruyan Tan 14 3 0 25 Oct 2022
On the Generalizability of ECG-based Stress Detection Models Pooja Prajod Elisabeth André 15 9 0 12 Oct 2022
Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li 13 23 0 10 Oct 2022
Rethinking the Learning Paradigm for Facial Expression Recognition Weijie Wang N. Sebe Bruno Lepri 29 2 0 30 Sep 2022
Temporal Contrastive Learning with Curriculum Shuvendu Roy Ali Etemad 30 3 0 02 Sep 2022
Listen2YourHeart: A Self-Supervised Approach for Detecting Murmur in Heart-Beat Sounds Aristotelis Ballas Vasileios Papapanagiotou A. Delopoulos Christos Diou 16 14 0 31 Aug 2022