ResearchTrend.AI
  • Communities
  • Connect sessions
  • AI calendar
  • Organizations
  • Join Slack
  • Contact Sales
Papers
Communities
Social Events
Terms and Conditions
Pricing
Contact Sales
Parameter LabParameter LabTwitterGitHubLinkedInBlueskyYoutube

© 2026 ResearchTrend.AI, All rights reserved.

  1. Home
  2. Papers
  3. 2002.03898
  4. Cited By
Self-supervised ECG Representation Learning for Emotion Recognition
v1v2 (latest)

Self-supervised ECG Representation Learning for Emotion Recognition

IEEE Transactions on Affective Computing (IEEE TAC), 2020
4 February 2020
Pritam Sarkar
Ali Etemad
    SSL
ArXiv (abs)PDFHTML

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

50 / 85 papers shown
Leveraging Vision Transformers for Enhanced Classification of Emotions using ECG Signals
Leveraging Vision Transformers for Enhanced Classification of Emotions using ECG Signals
Pubudu L. Indrasiri
Bipasha Kashyap
Pubudu N. Pathirana
190
0
0
07 Oct 2025
ECG-Soup: Harnessing Multi-Layer Synergy for ECG Foundation Models
ECG-Soup: Harnessing Multi-Layer Synergy for ECG Foundation Models
P. Nguyen
Huy P Phan
Hieu Pham
Christos Chatzichristos
Bert Vandenberk
M. D. Vos
MedIm
361
1
0
27 Aug 2025
Enhancing Contrastive Learning-based Electrocardiogram Pretrained Model with Patient Memory Queue
Enhancing Contrastive Learning-based Electrocardiogram Pretrained Model with Patient Memory Queue
Xiaoyu Sun
Yang Yang
Xunde Dong
205
1
0
26 May 2025
Robust Emotion Recognition via Bi-Level Self-Supervised Continual Learning
Robust Emotion Recognition via Bi-Level Self-Supervised Continual Learning
Adnan Ahmad
Bahareh Nakisa
Mohammad Naim Rastgoo
371
4
0
13 May 2025
ECG-EmotionNet: Nested Mixture of Expert (NMoE) Adaptation of ECG-Foundation Model for Driver Emotion Recognition
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
225
2
0
03 Mar 2025
Wearable Accelerometer Foundation Models for Health via Knowledge Distillation
Wearable Accelerometer Foundation Models for Health via Knowledge Distillation
Salar Abbaspourazad
Anshuman Mishra
Joseph D. Futoma
Andrew C. Miller
Ian Shapiro
547
11
0
15 Dec 2024
Seismocardiography for Emotion Recognition: A Study on EmoWear with
  Insights from DEAP
Seismocardiography for Emotion Recognition: A Study on EmoWear with Insights from DEAPIEEE Transactions on Affective Computing (IEEE Trans. Affective Comput.), 2024
Mohammad Hasan Rahmani
Rafael Berkvens
Maarten Weyn
291
0
0
30 Nov 2024
PaPaGei: Open Foundation Models for Optical Physiological Signals
PaPaGei: Open Foundation Models for Optical Physiological SignalsInternational Conference on Learning Representations (ICLR), 2024
Arvind Pillai
Dimitris Spathis
F. Kawsar
Mohammad Malekzadeh
VLM
430
59
0
27 Oct 2024
Multi-modal Cross-domain Self-supervised Pre-training for fMRI and EEG
  Fusion
Multi-modal Cross-domain Self-supervised Pre-training for fMRI and EEG FusionNeural Networks (NN), 2024
Xinxu Wei
K. Zhao
Yong Jiao
Hua Xie
Hua Xie
Gregory A. Fonzo
Yu Zhang
253
14
0
27 Sep 2024
VisioPhysioENet: Visual Physiological Engagement Detection Network
VisioPhysioENet: Visual Physiological Engagement Detection Network
Alakhsimar Singh
Nischay Verma
Nischay Verma
Puneet Kumar
Puneet Kumar
Amritpal Singh
468
1
0
24 Sep 2024
CREMA: A Contrastive Regularized Masked Autoencoder for Robust ECG Diagnostics across Clinical Domains
CREMA: A Contrastive Regularized Masked Autoencoder for Robust ECG Diagnostics across Clinical Domains
Junho Song
Jong-Hwan Jang
DongGyun Hong
Joon-Myoung Kwon
Joon-Myoung Kwon
162
0
0
26 Jun 2024
ECG Semantic Integrator (ESI): A Foundation ECG Model Pretrained with
  LLM-Enhanced Cardiological Text
ECG Semantic Integrator (ESI): A Foundation ECG Model Pretrained with LLM-Enhanced Cardiological Text
Han Yu
Peikun Guo
Akane Sano
250
42
0
26 May 2024
Modally Reduced Representation Learning of Multi-Lead ECG Signals
  through Simultaneous Alignment and Reconstruction
Modally Reduced Representation Learning of Multi-Lead ECG Signals through Simultaneous Alignment and Reconstruction
Nabil Ibtehaz
Masood S. Mortazavi
287
2
0
24 May 2024
Self-supervised Gait-based Emotion Representation Learning from
  Selective Strongly Augmented Skeleton Sequences
Self-supervised Gait-based Emotion Representation Learning from Selective Strongly Augmented Skeleton Sequences
Cheng Song
Lu Lu
Zhen Ke
Long Gao
Shuai Ding
SLRCVBM
407
3
0
08 May 2024
Stressor Type Matters! -- Exploring Factors Influencing Cross-Dataset
  Generalizability of Physiological Stress Detection
Stressor Type Matters! -- Exploring Factors Influencing Cross-Dataset Generalizability of Physiological Stress DetectionInternational Conference on Multimodal Interaction (ICMI), 2024
Pooja Prajod
Bhargavi Mahesh
Elisabeth André
288
11
0
06 May 2024
EEG decoding with conditional identification information
EEG decoding with conditional identification information
Pengfei Sun
Jorg De Winne
P. Devos
Dick Botteldooren
225
4
0
21 Mar 2024
Guiding Masked Representation Learning to Capture Spatio-Temporal
  Relationship of Electrocardiogram
Guiding Masked Representation Learning to Capture Spatio-Temporal Relationship of Electrocardiogram
Yeongyeon Na
Minje Park
Yunwon Tae
S. Joo
366
83
0
02 Feb 2024
Large-scale Training of Foundation Models for Wearable Biosignals
Large-scale Training of Foundation Models for Wearable BiosignalsInternational Conference on Learning Representations (ICLR), 2023
Salar Abbaspourazad
Oussama Elachqar
Andrew C. Miller
S. Emrani
Udhyakumar Nallasamy
Ian Shapiro
348
107
0
08 Dec 2023
Which Augmentation Should I Use? An Empirical Investigation of
  Augmentations for Self-Supervised Phonocardiogram Representation Learning
Which Augmentation Should I Use? An Empirical Investigation of Augmentations for Self-Supervised Phonocardiogram Representation LearningIEEE Access (IEEE Access), 2023
Aristotelis Ballas
Vasileios Papapanagiotou
Christos Diou
450
2
0
01 Dec 2023
Remote Heart Rate Monitoring in Smart Environments from Videos with
  Self-supervised Pre-training
Remote Heart Rate Monitoring in Smart Environments from Videos with Self-supervised Pre-trainingIEEE Internet of Things Journal (IEEE IoT J.), 2023
Divij Gupta
Ali Etemad
276
3
0
23 Oct 2023
MTS-LOF: Medical Time-Series Representation Learning via
  Occlusion-Invariant Features
MTS-LOF: Medical Time-Series Representation Learning via Occlusion-Invariant FeaturesIEEE journal of biomedical and health informatics (IEEE JBHI), 2023
Huayu Li
Ana S. Carreon-Rascon
Xiwen Chen
Geng Yuan
Ao Li
AI4TS
264
15
0
19 Oct 2023
ECG-SL: Electrocardiogram(ECG) Segment Learning, a deep learning method
  for ECG signal
ECG-SL: Electrocardiogram(ECG) Segment Learning, a deep learning method for ECG signal
Han Yu
Huiyuan Yang
Akane Sano
191
5
0
01 Oct 2023
Scaling Representation Learning from Ubiquitous ECG with State-Space
  Models
Scaling Representation Learning from Ubiquitous ECG with State-Space ModelsIEEE journal of biomedical and health informatics (IEEE JBHI), 2023
Kleanthis Avramidis
Dominika Kunc
Bartosz Perz
Kranti Adsul
Tiantian Feng
Przemyslaw Kazienko
Stanisław Saganowski
Shrikanth Narayanan
AI4TS
321
12
0
26 Sep 2023
LeBenchmark 2.0: a Standardized, Replicable and Enhanced Framework for
  Self-supervised Representations of French Speech
LeBenchmark 2.0: a Standardized, Replicable and Enhanced Framework for Self-supervised Representations of French SpeechComputer Speech and Language (CSL), 2023
Titouan Parcollet
H. Nguyen
Solène Evain
Marcely Zanon Boito
Adrien Pupier
...
François Portet
Solange Rossato
Fabien Ringeval
D. Schwab
Laurent Besacier
307
33
0
11 Sep 2023
Towards quantitative precision for ECG analysis: Leveraging state space
  models, self-supervision and patient metadata
Towards quantitative precision for ECG analysis: Leveraging state space models, self-supervision and patient metadataIEEE journal of biomedical and health informatics (IEEE JBHI), 2023
Temesgen Mehari
Nils Strodthoff
200
30
0
29 Aug 2023
A Unified Transformer-based Network for multimodal Emotion Recognition
A Unified Transformer-based Network for multimodal Emotion Recognition
Kamran Ali
Charles E. Hughes
282
2
0
27 Aug 2023
Region-Disentangled Diffusion Model for High-Fidelity PPG-to-ECG
  Translation
Region-Disentangled Diffusion Model for High-Fidelity PPG-to-ECG TranslationAAAI Conference on Artificial Intelligence (AAAI), 2023
Debaditya Shome
Pritam Sarkar
Ali Etemad
DiffM
352
38
0
25 Aug 2023
Refashioning Emotion Recognition Modelling: The Advent of Generalised
  Large Models
Refashioning Emotion Recognition Modelling: The Advent of Generalised Large ModelsIEEE Transactions on Computational Social Systems (IEEE TCSS), 2023
Zixing Zhang
Liyizhe Peng
Tao Pang
Jing Han
Huan Zhao
Bjorn W. Schuller
179
38
0
21 Aug 2023
Large Transformers are Better EEG Learners
Large Transformers are Better EEG Learners
Bingxin Wang
Xiao-Ying Fu
Yuan Lan
Luchan Zhang
Wei Zheng
Yang Xiang
364
12
0
20 Aug 2023
Personalization of Stress Mobile Sensing using Self-Supervised Learning
Personalization of Stress Mobile Sensing using Self-Supervised Learning
Tanvir Islam
Peter Washington
165
8
0
04 Aug 2023
Unsupervised Representation Learning for Time Series: A Review
Unsupervised Representation Learning for Time Series: A Review
Qianwen Meng
Hangwei Qian
Yong Liu
Yonghui Xu
Zhiqi Shen
Li-zhen Cui
AI4TS
282
31
0
03 Aug 2023
EEG-based Cognitive Load Classification using Feature Masked
  Autoencoding and Emotion Transfer Learning
EEG-based Cognitive Load Classification using Feature Masked Autoencoding and Emotion Transfer LearningInternational Conference on Multimodal Interaction (ICMI), 2023
Dustin Pulver
Prithila Angkan
Paul Hungler
Ali Etemad
373
20
0
01 Aug 2023
Personalized Anomaly Detection in PPG Data using Representation Learning
  and Biometric Identification
Personalized Anomaly Detection in PPG Data using Representation Learning and Biometric IdentificationBiomedical Signal Processing and Control (BSPC), 2023
Ramin Ghorbani
Marcel J. T. Reinders
David Tax
217
6
0
12 Jul 2023
Exploring the Landscape of Ubiquitous In-home Health Monitoring: A
  Comprehensive Survey
Exploring the Landscape of Ubiquitous In-home Health Monitoring: A Comprehensive Survey
Farhad Pourpanah
Ali Etemad
349
12
0
22 Jun 2023
Deep Neural Networks Generalization and Fine-Tuning for 12-lead ECG
  Classification
Deep Neural Networks Generalization and Fine-Tuning for 12-lead ECG ClassificationBiomedical Signal Processing and Control (BSPC), 2023
A. Avetisyan
Shahane Tigranyan
A. Asatryan
O. Mashkova
Sergey Skorik
V. Ananev
Yury Markin
LM&MA
172
10
0
19 May 2023
In-Distribution and Out-of-Distribution Self-supervised ECG
  Representation Learning for Arrhythmia Detection
In-Distribution and Out-of-Distribution Self-supervised ECG Representation Learning for Arrhythmia DetectionIEEE journal of biomedical and health informatics (IEEE JBHI), 2023
S. Soltanieh
J. Hashemi
Ali Etemad
306
30
0
13 Apr 2023
Multimodal Brain-Computer Interface for In-Vehicle Driver Cognitive Load
  Measurement: Dataset and Baselines
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
253
45
0
09 Apr 2023
Transformer-based Self-supervised Multimodal Representation Learning for
  Wearable Emotion Recognition
Transformer-based Self-supervised Multimodal Representation Learning for Wearable Emotion RecognitionIEEE Transactions on Affective Computing (IEEE Trans. Affective Comput.), 2023
Yujin Wu
Mohamed Daoudi
A. Amad
244
91
0
29 Mar 2023
Towards Domain Generalization for ECG and EEG Classification: Algorithms
  and Benchmarks
Towards Domain Generalization for ECG and EEG Classification: Algorithms and BenchmarksIEEE Transactions on Emerging Topics in Computational Intelligence (TETCI), 2023
Aristotelis Ballas
Christos Diou
OOD
415
30
0
20 Mar 2023
TimeMAE: Self-Supervised Representations of Time Series with Decoupled Masked Autoencoders
TimeMAE: Self-Supervised Representations of Time Series with Decoupled Masked Autoencoders
Mingyue Cheng
Xiaoyu Tao
Zhiding Liu
Haotong Zhang
Rujiao Zhang
Rujiao Zhang
Enhong Chen
AI4TS
319
75
0
01 Mar 2023
Partial Label Learning for Emotion Recognition from EEG
Partial Label Learning for Emotion Recognition from EEGIEEE Transactions on Affective Computing (IEEE Trans. Affective Comput.), 2023
Guangyi Zhang
Ali Etemad
422
7
0
25 Feb 2023
FormerTime: Hierarchical Multi-Scale Representations for Multivariate
  Time Series Classification
FormerTime: Hierarchical Multi-Scale Representations for Multivariate Time Series ClassificationThe Web Conference (WWW), 2023
Mingyue Cheng
Qi Liu
Zhiding Liu
Zhi Li
Yucong Luo
Enhong Chen
AI4TS
192
61
0
20 Feb 2023
Label-efficient Time Series Representation Learning: A Review
Label-efficient Time Series Representation Learning: A ReviewIEEE Transactions on Artificial Intelligence (IEEE TAI), 2023
Emadeldeen Eldele
Mohamed Ragab
Zhenghua Chen
Ruibing Jin
C. Kwoh
Xiaoli Li
AI4TS
522
34
0
13 Feb 2023
MVKT-ECG: Efficient Single-lead ECG Classification on Multi-Label
  Arrhythmia by Multi-View Knowledge Transferring
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
167
25
0
28 Jan 2023
A Novel Exploitative and Explorative GWO-SVM Algorithm for Smart Emotion
  Recognition
A Novel Exploitative and Explorative GWO-SVM Algorithm for Smart Emotion RecognitionIEEE Internet of Things Journal (IEEE IoT J.), 2023
Xucun Yan
Zihuai Lin
Zhiyun Lin
Branka Vucetic
226
36
0
05 Jan 2023
MHCCL: Masked Hierarchical Cluster-Wise Contrastive Learning for
  Multivariate Time Series
MHCCL: Masked Hierarchical Cluster-Wise Contrastive Learning for Multivariate Time SeriesAAAI Conference on Artificial Intelligence (AAAI), 2022
Qianwen Meng
Hangwei Qian
Yong Liu
Li-zhen Cui
Yonghui Xu
Zhiqi Shen
AI4TS
486
54
0
02 Dec 2022
CardiacGen: A Hierarchical Deep Generative Model for Cardiac Signals
CardiacGen: A Hierarchical Deep Generative Model for Cardiac Signals
Tushar Agarwal
Emre Ertin
MedIm
234
3
0
15 Nov 2022
Persian Emotion Detection using ParsBERT and Imbalanced Data Handling
  Approaches
Persian Emotion Detection using ParsBERT and Imbalanced Data Handling Approaches
Amirhossein Abaskohi
Nazanin Sabri
B. Bahrak
298
5
0
15 Nov 2022
Pretraining ECG Data with Adversarial Masking Improves Model
  Generalizability for Data-Scarce Tasks
Pretraining ECG Data with Adversarial Masking Improves Model Generalizability for Data-Scarce Tasks
Jessica Y. Bo
Hen-Wei Huang
Alvin Chan
G. Traverso
MedIm
292
6
0
15 Nov 2022
Classification and Self-Supervised Regression of Arrhythmic ECG Signals
  Using Convolutional Neural Networks
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
306
4
0
25 Oct 2022
12
Next
Page 1 of 2