IEEE Transactions on Biomedical Engineering · 2012 · 53 citations · 21 references
EngineeringBiomedical EngineeringPhysiologyBiomedical ImagingComputer VisionThermal AnalysisMotion CaptureThermal PhysiologyThermal SensorsTracking SystemsVisual TrackingBiomedical ApplicationsParticle Filter TrackingSmoothingSpatio-temporal SmoothingSpatiotemporal SmoothingTemporal SmoothingThermal ImagingThermal Infrared Imaging
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.
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Carsten Rother, Vladimir Kolmogorov, Andrew Blake · ACM Transactions on Graphics · 2004 · 5.8K citations · Full text
Automatic facial expression analysis: a survey
Beat Fasel, Juergen Luettin · Pattern Recognition · 2002 · 1.8K citations · Full text