4 papers
CardioGAN: Attentive Generative Adversarial Network with Dual Discriminators for Synthesis of ECG from PPG
Pritam Sarkar, Ali Etemad
Electrocardiogram (ECG) is the electrical measurement of cardiac activity, whereas Photoplethysmogram (PPG) is the optical measurement of volumetric changes in blood circulation. W…
Self-supervised ECG Representation Learning for Emotion Recognition
Pritam Sarkar, Ali Etemad
We exploit a self-supervised deep multi-task learning framework for electrocardiogram (ECG) -based emotion recognition. The proposed solution consists of two stages of learning a)…
Self-supervised Learning for ECG-based Emotion Recognition
Pritam Sarkar, Ali Etemad
We present an electrocardiogram (ECG) -based emotion recognition system using self-supervised learning. Our proposed architecture consists of two main networks, a signal transforma…
Classification of Cognitive Load and Expertise for Adaptive Simulation using Deep Multitask Learning
Pritam Sarkar, Kyle Ross, Aaron J. Ruberto +3
Simulations are a pedagogical means of enabling a risk-free way for healthcare practitioners to learn, maintain, or enhance their knowledge and skills. Such simulations should prov…