Literature DB >> 33673044

Face Alignment in Thermal Infrared Images Using Cascaded Shape Regression.

Kent Nagumo1, Tomohiro Kobayashi1, Kosuke Oiwa1, Akio Nozawa1.   

Abstract

The evaluation of physiological and psychological states using thermal infrared images is based on the skin temperature of specific regions of interest, such as the nose, mouth, and cheeks. To extract the skin temperature of the region of interest, face alignment in thermal infrared images is necessary. To date, the Active Appearance Model (AAM) has been used for face alignment in thermal infrared images. However, computation using this method is costly, and it has a low real-time performance. Conversely, face alignment of visible images using Cascaded Shape Regression (CSR) has been reported to have high real-time performance. However, no studies have been reported on face alignment in thermal infrared images using CSR. Therefore, the objective of this study was to verify the speed and robustness of face alignment in thermal infrared images using CSR. The results suggest that face alignment using CSR is more robust and computationally faster than AAM.

Entities:  

Keywords:  cascaded shape regression; face alignment; facial thermal image; real-time measurement; remote measurement; thermal infrared image

Mesh:

Year:  2021        PMID: 33673044      PMCID: PMC7917761          DOI: 10.3390/ijerph18041776

Source DB:  PubMed          Journal:  Int J Environ Res Public Health        ISSN: 1660-4601            Impact factor:   3.390


  15 in total

1.  Comparison of digital infrared thermal imaging (DITI) with contact thermometry: pilot data from a sleep research laboratory.

Authors:  Cameron J van den Heuvel; Sally A Ferguson; Drew Dawson; Saul S Gilbert
Journal:  Physiol Meas       Date:  2003-08       Impact factor: 2.833

2.  Reproducibility and variability of digital thermal monitoring of vascular reactivity.

Authors:  Naser Ahmadi; Gary L McQuilkin; Mohammad W Akhtar; Fereshteh Hajsadeghi; Stanley J Kleis; Harvey Hecht; Morteza Naghavi; Matthew Budoff
Journal:  Clin Physiol Funct Imaging       Date:  2011-07-03       Impact factor: 2.273

3.  Reproducibility of infrared thermography measurements in healthy individuals.

Authors:  Nina Zaproudina; Ville Varmavuo; Olavi Airaksinen; Matti Närhi
Journal:  Physiol Meas       Date:  2008-04-09       Impact factor: 2.833

4.  Spectral emissivity of skin and pericardium.

Authors:  J Steketee
Journal:  Phys Med Biol       Date:  1973-09       Impact factor: 3.609

5.  A novel method for extracting respiration rate and relative tidal volume from infrared thermography.

Authors:  Gregory F Lewis; Rodolfo G Gatto; Stephen W Porges
Journal:  Psychophysiology       Date:  2011-01-07       Impact factor: 4.016

6.  Exploring the use of thermal infrared imaging in human stress research.

Authors:  Veronika Engert; Arcangelo Merla; Joshua A Grant; Daniela Cardone; Anita Tusche; Tania Singer
Journal:  PLoS One       Date:  2014-03-27       Impact factor: 3.240

Review 7.  Non-Contact Sensor for Long-Term Continuous Vital Signs Monitoring: A Review on Intelligent Phased-Array Doppler Sensor Design.

Authors:  Travis Hall; Donald Y C Lie; Tam Q Nguyen; Jill C Mayeda; Paul E Lie; Jerry Lopez; Ron E Banister
Journal:  Sensors (Basel)       Date:  2017-11-15       Impact factor: 3.576

8.  Detecting changes in facial temperature induced by a sudden auditory stimulus based on deep learning-assisted face tracking.

Authors:  Saurabh Sonkusare; David Ahmedt-Aristizabal; Matthew J Aburn; Vinh Thai Nguyen; Tianji Pang; Sascha Frydman; Simon Denman; Clinton Fookes; Michael Breakspear; Christine C Guo
Journal:  Sci Rep       Date:  2019-03-18       Impact factor: 4.379

9.  The autonomic signature of guilt in children: a thermal infrared imaging study.

Authors:  Stephanos Ioannou; Sjoerd Ebisch; Tiziana Aureli; Daniela Bafunno; Helene Alexi Ioannides; Daniela Cardone; Barbara Manini; Gian Luca Romani; Vittorio Gallese; Arcangelo Merla
Journal:  PLoS One       Date:  2013-11-19       Impact factor: 3.240

Review 10.  Thermal infrared imaging in psychophysiology: potentialities and limits.

Authors:  Stephanos Ioannou; Vittorio Gallese; Arcangelo Merla
Journal:  Psychophysiology       Date:  2014-06-24       Impact factor: 4.016

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  1 in total

1.  Facial Paralysis Detection in Infrared Thermal Images Using Asymmetry Analysis of Temperature and Texture Features.

Authors:  Xulong Liu; Yanli Wang; Jingmin Luan
Journal:  Diagnostics (Basel)       Date:  2021-12-08
  1 in total

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