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Self-supervised ECG Representation Learning for Emotion Recognition

Self-supervised ECG Representation Learning for Emotion Recognition

4 February 2020
Pritam Sarkar
Ali Etemad
    SSL
ArXivPDFHTML

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

31 / 81 papers shown
Title
Self-supervised Contrastive Representation Learning for Semi-supervised
  Time-Series Classification
Self-supervised Contrastive Representation Learning for Semi-supervised Time-Series Classification
Emadeldeen Eldele
Mohamed Ragab
Zhenghua Chen
Min-man Wu
C. Kwoh
Xiaoli Li
Cuntai Guan
SSL
AI4TS
9
80
0
13 Aug 2022
COCOA: Cross Modality Contrastive Learning for Sensor Data
COCOA: Cross Modality Contrastive Learning for Sensor Data
Shohreh Deldari
Hao Xue
Aaqib Saeed
Daniel V. Smith
Flora D. Salim
SSL
40
38
0
31 Jul 2022
Fusion of Physiological and Behavioural Signals on SPD Manifolds with
  Application to Stress and Pain Detection
Fusion of Physiological and Behavioural Signals on SPD Manifolds with Application to Stress and Pain Detection
Yujin Wu
Mohamed Daoudi
A. Amad
L. Sparrow
F. D’Hondt
6
2
0
17 Jul 2022
Inter and Intra Signal Variance in Feature Extraction and Classification
  of Affective State
Inter and Intra Signal Variance in Feature Extraction and Classification of Affective State
Zachary Dair
S. Dockray
Ruairi O'Reilly
12
0
0
06 Jul 2022
AttX: Attentive Cross-Connections for Fusion of Wearable Signals in
  Emotion Recognition
AttX: Attentive Cross-Connections for Fusion of Wearable Signals in Emotion Recognition
Anubha Bhatti
Behnam Behinaein
Paul Hungler
Ali Etemad
EgoV
4
12
0
09 Jun 2022
Analysis of Augmentations for Contrastive ECG Representation Learning
Analysis of Augmentations for Contrastive ECG Representation Learning
S. Soltanieh
Ali Etemad
J. Hashemi
SSL
14
19
0
30 May 2022
AVCAffe: A Large Scale Audio-Visual Dataset of Cognitive Load and Affect
  for Remote Work
AVCAffe: A Large Scale Audio-Visual Dataset of Cognitive Load and Affect for Remote Work
Pritam Sarkar
A. Posen
Ali Etemad
34
9
0
13 May 2022
Large Scale Time-Series Representation Learning via Simultaneous Low and
  High Frequency Feature Bootstrapping
Large Scale Time-Series Representation Learning via Simultaneous Low and High Frequency Feature Bootstrapping
Vandan Gorade
Azad Singh
Deepak Mishra
SSL
AI4TS
17
7
0
24 Apr 2022
PARSE: Pairwise Alignment of Representations in Semi-Supervised EEG
  Learning for Emotion Recognition
PARSE: Pairwise Alignment of Representations in Semi-Supervised EEG Learning for Emotion Recognition
Guangyi Zhang
Vandad Davoodnia
Ali Etemad
20
41
0
11 Feb 2022
ColloSSL: Collaborative Self-Supervised Learning for Human Activity
  Recognition
ColloSSL: Collaborative Self-Supervised Learning for Human Activity Recognition
Yash Jain
Chi Ian Tang
Chulhong Min
F. Kawsar
Akhil Mathur
SSL
22
53
0
01 Feb 2022
Evaluating Contrastive Learning on Wearable Timeseries for Downstream
  Clinical Outcomes
Evaluating Contrastive Learning on Wearable Timeseries for Downstream Clinical Outcomes
Kevalee Shah
Dimitris Spathis
Chi Ian Tang
Cecilia Mascolo
12
8
0
13 Nov 2021
Self-Supervised Audio-Visual Representation Learning with Relaxed
  Cross-Modal Synchronicity
Self-Supervised Audio-Visual Representation Learning with Relaxed Cross-Modal Synchronicity
Pritam Sarkar
Ali Etemad
SSL
23
11
0
09 Nov 2021
Intra-Inter Subject Self-supervised Learning for Multivariate Cardiac
  Signals
Intra-Inter Subject Self-supervised Learning for Multivariate Cardiac Signals
Xiang Lan
Dianwen Ng
linda Qiao
Mengling Feng
OOD
48
51
0
18 Sep 2021
A Transformer Architecture for Stress Detection from ECG
A Transformer Architecture for Stress Detection from ECG
Behnam Behinaein
Anubha Bhatti
D. Rodenburg
Paul Hungler
Ali Etemad
17
53
0
22 Aug 2021
Self-supervised Contrastive Learning of Multi-view Facial Expressions
Self-supervised Contrastive Learning of Multi-view Facial Expressions
Shuvendu Roy
Ali Etemad
23
38
0
15 Aug 2021
Spatiotemporal Contrastive Learning of Facial Expressions in Videos
Spatiotemporal Contrastive Learning of Facial Expressions in Videos
Shuvendu Roy
Ali Etemad
34
17
0
06 Aug 2021
Attentive Cross-modal Connections for Deep Multimodal Wearable-based
  Emotion Recognition
Attentive Cross-modal Connections for Deep Multimodal Wearable-based Emotion Recognition
Anubha Bhatti
Behnam Behinaein
D. Rodenburg
Paul Hungler
Ali Etemad
11
21
0
04 Aug 2021
Multi-level Stress Assessment from ECG in a Virtual Reality Environment
  using Multimodal Fusion
Multi-level Stress Assessment from ECG in a Virtual Reality Environment using Multimodal Fusion
Zeeshan Ahmad
S. Rabbani
Muhammad Rehman Zafar
Syem Ishaque
Sri Krishnan
N. Khan
18
13
0
09 Jul 2021
Time-Series Representation Learning via Temporal and Contextual
  Contrasting
Time-Series Representation Learning via Temporal and Contextual Contrasting
Emadeldeen Eldele
Mohamed Ragab
Zhenghua Chen
Min-man Wu
C. Kwoh
Xiaoli Li
Cuntai Guan
AI4TS
20
490
0
26 Jun 2021
Signal Transformer: Complex-valued Attention and Meta-Learning for
  Signal Recognition
Signal Transformer: Complex-valued Attention and Meta-Learning for Signal Recognition
Yihong Dong
Ying Peng
Muqiao Yang
Songtao Lu
Qingjiang Shi
38
9
0
05 Jun 2021
3KG: Contrastive Learning of 12-Lead Electrocardiograms using
  Physiologically-Inspired Augmentations
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 representation learning from 12-lead ECG data
Self-supervised representation learning from 12-lead ECG data
Temesgen Mehari
Nils Strodthoff
SSL
16
141
0
23 Mar 2021
Deep Gait Recognition: A Survey
Deep Gait Recognition: A Survey
Alireza Sepas-Moghaddam
Ali Etemad
CVBM
20
172
0
18 Feb 2021
SelfHAR: Improving Human Activity Recognition through Self-training with
  Unlabeled Data
SelfHAR: Improving Human Activity Recognition through Self-training with Unlabeled Data
Chi Ian Tang
I. Perez-Pozuelo
Dimitris Spathis
S. Brage
N. Wareham
Cecilia Mascolo
SSL
HAI
VLM
16
90
0
11 Feb 2021
Self-supervised Human Activity Recognition by Learning to Predict
  Cross-Dimensional Motion
Self-supervised Human Activity Recognition by Learning to Predict Cross-Dimensional Motion
Setareh Rahimi Taghanaki
M. Rainbow
Ali Etemad
SSL
HAI
11
15
0
21 Oct 2020
CardioGAN: Attentive Generative Adversarial Network with Dual
  Discriminators for Synthesis of ECG from PPG
CardioGAN: Attentive Generative Adversarial Network with Dual Discriminators for Synthesis of ECG from PPG
Pritam Sarkar
Ali Etemad
GAN
12
59
0
30 Sep 2020
Sense and Learn: Self-Supervision for Omnipresent Sensors
Sense and Learn: Self-Supervision for Omnipresent Sensors
Aaqib Saeed
Victor Ungureanu
Beat Gfeller
OOD
SSL
7
39
0
28 Sep 2020
Unsupervised Multi-Modal Representation Learning for Affective Computing
  with Multi-Corpus Wearable Data
Unsupervised Multi-Modal Representation Learning for Affective Computing with Multi-Corpus Wearable Data
Kyle Ross
Paul Hungler
Ali Etemad
23
21
0
24 Aug 2020
Uncovering the structure of clinical EEG signals with self-supervised
  learning
Uncovering the structure of clinical EEG signals with self-supervised learning
Hubert J. Banville
O. Chehab
Aapo Hyvarinen
D. Engemann
Alexandre Gramfort
28
195
0
31 Jul 2020
CLOCS: Contrastive Learning of Cardiac Signals Across Space, Time, and
  Patients
CLOCS: Contrastive Learning of Cardiac Signals Across Space, Time, and Patients
Dani Kiyasseh
T. Zhu
David A. Clifton
11
185
0
27 May 2020
Multi-task self-supervised learning for Robust Speech Recognition
Multi-task self-supervised learning for Robust Speech Recognition
Mirco Ravanelli
Jianyuan Zhong
Santiago Pascual
P. Swietojanski
João Monteiro
J. Trmal
Yoshua Bengio
SSL
183
288
0
25 Jan 2020
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