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Free-Form Deformation Approach for Registration of Visible and Infrared Facial Images in Fever Screening
Yedukondala Narendra Dwith Chenna1,2, Pejhman Ghassemi3, T Joshua Pfefer4
1Center for Devices and Radiological Health, U.S. Food and Drug Administration, Silver Spring, MD 20993, USA. cyndwith@gmail.com.
Automated fever screening using infrared thermography requires accurate facial landmark identification. This study developed multi-modality image registration to precisely locate inner canthi in infrared images for improved temperature measurement.
Area of Science:
- Medical Imaging
- Computer Vision
- Biomedical Engineering
Background:
- Infrared thermography (IRT) is used for fever screening during pandemics.
- Accurate core body temperature estimation relies on identifying specific facial regions like the inner canthi.
- Identifying these regions in IR images is challenging due to limited features compared to visible images.
Purpose of the Study:
- To develop and evaluate multi-modality image registration (MMIR) techniques for accurate canthi localization in IR facial images.
- To improve automated fever screening by enabling precise temperature measurements.
Main Methods:
- Developed MMIR techniques combining visible and IR facial images.
- Employed free-form deformation (FFD) models based on edge maps for enhanced registration accuracy post-affine transformation.
- Compared Demons and cubic B-spline FFD algorithms for medical image registration.
Main Results:
- The Demons algorithm demonstrated superior performance over the cubic B-spline algorithm in FFD.
- Registration accuracy achieved was 2.8 ± 1.2 mm using control point correspondence.
- This accuracy enables reliable automated localization of canthi regions in IR images.
Conclusions:
- MMIR techniques, particularly using the Demons algorithm, effectively improve canthi localization in IR facial images.
- The developed methods facilitate accurate and automated fever screening for asymptomatic individuals.
- Enhanced registration accuracy supports the use of IRT for public health surveillance during disease outbreaks.
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