Self-supervised Learning for ECG-based Emotion Recognition

14 October 2019

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

37 / 37 papers shown

Title
NapTune: Efficient Model Tuning for Mood Classification using Previous Night's Sleep Measures along with Wearable Time-series Debaditya Shome Nasim Montazeri Ghahjaverestan Ali Etemad MLAU 27 0 0 07 Sep 2024
A Self-Supervised Task for Fault Detection in Satellite Multivariate Time Series Carlo Cena Silvia Bucci Alessandro Balossino Marcello Chiaberge 36 0 0 03 Jul 2024
Soft Contrastive Learning for Time Series Seunghan Lee Taeyoung Park Kibok Lee AI4TS 27 19 0 27 Dec 2023
Remote Heart Rate Monitoring in Smart Environments from Videos with Self-supervised Pre-training Divij Gupta Ali Etemad 47 2 0 23 Oct 2023
In-Distribution and Out-of-Distribution Self-supervised ECG Representation Learning for Arrhythmia Detection S. Soltanieh J. Hashemi Ali Etemad 27 11 0 13 Apr 2023
SimMTM: A Simple Pre-Training Framework for Masked Time-Series Modeling Jiaxiang Dong Haixu Wu Haoran Zhang Li Zhang Jianmin Wang Mingsheng Long AI4TS 40 83 0 02 Feb 2023
Emotion Recognition with Pre-Trained Transformers Using Multimodal Signals Juan Vazquez-Rodriguez G. Lefebvre Julien Cumin James L. Crowley 25 12 0 22 Dec 2022
ProductGraphSleepNet: Sleep Staging using Product Spatio-Temporal Graph Learning with Attentive Temporal Aggregation A. Einizade S. Nasiri S. H. Sardouie G. Clifford 21 14 0 09 Dec 2022
Self-supervised Group Meiosis Contrastive Learning for EEG-Based Emotion Recognition Haoning Kan Jiale Yu Jiajin Huang Zihe Liu Haiyan Zhou 20 27 0 12 Jul 2022
Self-Supervised Contrastive Pre-Training For Time Series via Time-Frequency Consistency Xiang Zhang Ziyuan Zhao Theodoros Tsiligkaridis Marinka Zitnik AI4TS 42 272 0 17 Jun 2022
AttX: Attentive Cross-Connections for Fusion of Wearable Signals in Emotion Recognition Anubha Bhatti Behnam Behinaein Paul Hungler Ali Etemad EgoV 4 13 0 09 Jun 2022
Analysis of Augmentations for Contrastive ECG Representation Learning S. Soltanieh Ali Etemad J. Hashemi SSL 24 19 0 30 May 2022
A Survey on Physiological Signal Based Emotion Recognition Zeeshan Ahmad N. Khan 20 39 0 20 May 2022
AVCAffe: A Large Scale Audio-Visual Dataset of Cognitive Load and Affect for Remote Work Pritam Sarkar A. Posen Ali Etemad 42 9 0 13 May 2022
Transformer-Based Self-Supervised Learning for Emotion Recognition Juan Vazquez-Rodriguez G. Lefebvre Julien Cumin James L. Crowley 23 25 0 08 Apr 2022
A Simple Self-Supervised ECG Representation Learning Method via Manipulated Temporal-Spatial Reverse Detection Wen-Rang Zhang Shijia Geng linda Qiao 16 29 0 25 Feb 2022
Self-Supervised Audio-Visual Representation Learning with Relaxed Cross-Modal Synchronicity Pritam Sarkar Ali Etemad SSL 36 11 0 09 Nov 2021
Self-Supervised Representation Learning: Introduction, Advances and Challenges Linus Ericsson Henry Gouk Chen Change Loy Timothy M. Hospedales SSL OOD AI4TS 37 274 0 18 Oct 2021
Consistency Training of Multi-exit Architectures for Sensor Data Aaqib Saeed 12 0 0 27 Sep 2021
Self-supervised Contrastive Learning for EEG-based Sleep Staging Xue Jiang Jianhui Zhao Bo Du Zhiyong Yuan 10 63 0 16 Sep 2021
A Transformer Architecture for Stress Detection from ECG Behnam Behinaein Anubha Bhatti D. Rodenburg Paul Hungler Ali Etemad 22 53 0 22 Aug 2021
Self-supervised Contrastive Learning of Multi-view Facial Expressions Shuvendu Roy Ali Etemad 31 38 0 15 Aug 2021
Spatiotemporal Contrastive Learning of Facial Expressions in Videos Shuvendu Roy Ali Etemad 44 17 0 06 Aug 2021
Attentive Cross-modal Connections for Deep Multimodal Wearable-based Emotion Recognition Anubha Bhatti Behnam Behinaein D. Rodenburg Paul Hungler Ali Etemad 26 21 0 04 Aug 2021
Coherent, super resolved radar beamforming using self-supervised learning Itai Orr Moshik Cohen Harel Damari M. Halachmi Z. Zalevsky 33 14 0 21 Jun 2021
3KG: Contrastive Learning of 12-Lead Electrocardiograms using Physiologically-Inspired Augmentations Bryan Gopal Ryan Han Gautham Raghupathi A. Ng G. Tison Pranav Rajpurkar MedIm 13 57 0 21 Apr 2021
Self-Supervised Learning via multi-Transformation Classification for Action Recognition Duc-Quang Vu Ngan T. H. Le Jia-Ching Wang SSL 23 7 0 20 Feb 2021
Mine Your Own vieW: Self-Supervised Learning Through Across-Sample Prediction Mehdi Azabou M. G. Azar Ran Liu Chi-Heng Lin Erik C. Johnson ... Lindsey Kitchell Keith B. Hengen William R. Gray Roncal Michal Valko Eva L. Dyer AI4TS 35 56 0 19 Feb 2021
Deep Gait Recognition: A Survey Alireza Sepas-Moghaddam Ali Etemad CVBM 32 173 0 18 Feb 2021
Self-Supervised Time Series Representation Learning by Inter-Intra Relational Reasoning Haoyi Fan Fengbin Zhang Yue Gao AI4TS 30 14 0 27 Nov 2020
Self-supervised transfer learning of physiological representations from free-living wearable data Dimitris Spathis I. Perez-Pozuelo S. Brage N. Wareham Cecilia Mascolo 10 40 0 18 Nov 2020
Learning Generalizable Physiological Representations from Large-scale Wearable Data Dimitris Spathis I. Perez-Pozuelo S. Brage N. Wareham Cecilia Mascolo SSL AI4TS 12 7 0 09 Nov 2020
Self-supervised Human Activity Recognition by Learning to Predict Cross-Dimensional Motion Setareh Rahimi Taghanaki M. Rainbow Ali Etemad SSL HAI 27 15 0 21 Oct 2020
CardioGAN: Attentive Generative Adversarial Network with Dual Discriminators for Synthesis of ECG from PPG Pritam Sarkar Ali Etemad GAN 25 59 0 30 Sep 2020
Unsupervised Multi-Modal Representation Learning for Affective Computing with Multi-Corpus Wearable Data Kyle Ross Paul Hungler Ali Etemad 34 21 0 24 Aug 2020
Subject-Aware Contrastive Learning for Biosignals Joseph Y. Cheng Hanlin Goh Kaan Dogrusoz Oncel Tuzel Erdrin Azemi SSL 19 109 0 30 Jun 2020
Self-supervised ECG Representation Learning for Emotion Recognition Pritam Sarkar Ali Etemad SSL 22 262 0 04 Feb 2020