Accurate tracking of facial tissue in thermal infrared imaging is challenging because it is affected not only by positional but also physiological (functional) changes. This paper presents a particle filter tracker driven by a probabilistic template function with both spatial and temporal smoothing components, which is capable of adapting to abrupt positional and physiological changes. The method was tested on tracking facial regions of subjects under varying physiological and environmental conditions in 25 thermal clips. It demonstrated robustness and accuracy, outperforming other strategies. This new method promises improved performance in a number of biomedical applications that involve physiological measurements on the face, such as unobtrusive sleep and stress studies.

Spatiotemporal smoothing as a basis for facial tissue tracking in thermal imaging

Tsiamyrtzis P.;
2013-01-01

Abstract

Accurate tracking of facial tissue in thermal infrared imaging is challenging because it is affected not only by positional but also physiological (functional) changes. This paper presents a particle filter tracker driven by a probabilistic template function with both spatial and temporal smoothing components, which is capable of adapting to abrupt positional and physiological changes. The method was tested on tracking facial regions of subjects under varying physiological and environmental conditions in 25 thermal clips. It demonstrated robustness and accuracy, outperforming other strategies. This new method promises improved performance in a number of biomedical applications that involve physiological measurements on the face, such as unobtrusive sleep and stress studies.
2013
Facial tracking; matte; sleep studies; stress studies; thermal imaging; Algorithms; Databases, Factual; Face; Head Movements; Humans; Thermography; Infrared Rays; Signal Processing, Computer-Assisted
File in questo prodotto:
File Dimensione Formato  
Spatiotemporal-smoothing-as-a-basis-for-facial-tissue-tracking-in-thermal-imagingIEEE-Transactions-on-Biomedical-Engineering.pdf

Accesso riservato

: Publisher’s version
Dimensione 8 MB
Formato Adobe PDF
8 MB Adobe PDF   Visualizza/Apri

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11311/1115186
Citazioni
  • ???jsp.display-item.citation.pmc??? 11
  • Scopus 43
  • ???jsp.display-item.citation.isi??? 34
social impact