DeepAI AI Chat
Log In Sign Up

Multi-Task Temporal Shift Attention Networks for On-Device Contactless Vitals Measurement

06/06/2020
by   Xin Liu, et al.
0

Telehealth and remote health monitoring have become increasingly important during the SARS-CoV-2 pandemic and it is widely expected that this will have a lasting impact on healthcare practices. These tools can help reduce the risk of exposing patients and medical staff to infection, make healthcare services more accessible, and allow providers to see more patients. However, objective measurement of vital signs is challenging without direct contact with a patient. We present a video-based and on-device optical cardiopulmonary vital sign measurement approach. It leverages a novel multi-task temporal shift convolutional attention network (MTTS-CAN) and enables real-time cardiovascular and respiratory measurements on mobile platforms. We evaluate our system on an ARM CPU and achieve state-of-the-art accuracy while running at over 150 frames per second which enables real-time applications. Systematic experimentation on large benchmark datasets reveals that our approach leads to substantial (20

READ FULL TEXT

page 1

page 2

page 3

page 4

10/31/2021

Dual Attention Network for Heart Rate and Respiratory Rate Estimation

Heart rate and respiratory rate measurement is a vital step for diagnosi...
05/05/2022

Internet of Things and Health Care in Pandemic COVID-19: System Requirements Evaluation

Technology adoption in healthcare services has resulted in advancing car...
10/24/2020

Advancing Non-Contact Vital Sign Measurement using Synthetic Avatars

Non-contact physiological measurement has the potential to provide low-c...
01/20/2023

AI enabled RPM for Mental Health Facility

Mental healthcare is one of the prominent parts of the healthcare indust...
05/25/2022

Real-Time Video Deblurring via Lightweight Motion Compensation

While motion compensation greatly improves video deblurring quality, sep...
05/24/2021

Criticality and Utility-aware Fog Computing System for Remote Health Monitoring

Growing remote health monitoring system allows constant monitoring of th...
11/19/2021

Assessment of Fetal and Maternal Well-Being During Pregnancy Using Passive Wearable Inertial Sensor

Assessing the health of both the fetus and mother is vital in preventing...