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2019 | OriginalPaper | Buchkapitel

Towards an Automated Analysis of Forearm Thermal Images During Handgrip Exercise

verfasst von : Pedro Silva, Ricardo Vardasca, Joaquim Mendes, Maria Teresa Restivo

Erschienen in: Smart Industry & Smart Education

Verlag: Springer International Publishing

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Abstract

Infrared thermography is an imaging modality that is able to map the surface skin temperature and has been widely researched and applied in biomedical applications. It can be used as a monitoring method for upper limb condition support diagnosis and treatment assessment. The aim of this research is the development of an image processing method for rapid analysis of forearm thermographic images. The images were taken from 13 participants who undergone in a handgrip force exercise using a FLIR A325sc thermal camera. The obtained images were analyzed with FLIR ThermaCAM Researcher Pro 2.10 software package, and by a customer developed program in Matlab 2016b. Three regions of interest (ROI) were defined for both analysis. At the Matlab developed application, the forearm was segmented from the background and the ROIs placed automatically and average temperature and standard deviation were extracted. The results from both analysis were compared and showed good correlations for the examined 1365 images. The Matlab developed analysis is much faster than the time-consuming analysis performed using the standard camera manufacturer provided tool, however the first has to be used to export the temperature matrix from the proprietary image format in order to be used by the Matlab developed program. The development of a reliable tool for automated thermographic analysis of the forearms ROIs was successful implemented. For further work, it is proposed to read directly from the raw thermal images proprietary formats to hasten the analysis.

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Literatur
1.
Zurück zum Zitat Guerra, R.S., Amaral, T.F., Sousa, A.S., Fonseca, I., Pichel, F., Restivo, M.T.: Comparison of jamar and bodygrip dynamometers for handgrip strength measurement. J. Strength Cond. Res. 31(7), 1931–1940 (2017)CrossRef Guerra, R.S., Amaral, T.F., Sousa, A.S., Fonseca, I., Pichel, F., Restivo, M.T.: Comparison of jamar and bodygrip dynamometers for handgrip strength measurement. J. Strength Cond. Res. 31(7), 1931–1940 (2017)CrossRef
2.
Zurück zum Zitat Piper, S., Shearer, H.M., Côté, P., Wong, J.J., Yu, H., Varatharajan, S., et al.: The effectiveness of soft-tissue therapy for the management of musculoskeletal disorders and injuries of the upper and lower extremities: a systematic review by the Ontario Protocol for Traffic Injury management (OPTIMa) collaboration. Manual Ther. 21, 18–34 (2016)CrossRef Piper, S., Shearer, H.M., Côté, P., Wong, J.J., Yu, H., Varatharajan, S., et al.: The effectiveness of soft-tissue therapy for the management of musculoskeletal disorders and injuries of the upper and lower extremities: a systematic review by the Ontario Protocol for Traffic Injury management (OPTIMa) collaboration. Manual Ther. 21, 18–34 (2016)CrossRef
3.
Zurück zum Zitat Brothers, R.M., Wingo, J.E., Hubing, K.A., Crandall, C.G.: Methodological assessment of skin and limb blood flows in the human forearm during thermal and baroreceptor provocations. J. Appl. Physiol. 109(3), 895–900 (2010)CrossRef Brothers, R.M., Wingo, J.E., Hubing, K.A., Crandall, C.G.: Methodological assessment of skin and limb blood flows in the human forearm during thermal and baroreceptor provocations. J. Appl. Physiol. 109(3), 895–900 (2010)CrossRef
4.
Zurück zum Zitat Bos, I., Wynia, K., Drost, G., Almansa, J., Kuks, J.B.: The extremity function index (EFI), a disability severity measure for neuromuscular diseases: psychometric evaluation. Disabil. Rehabil. 40, 1–8 (2017)CrossRef Bos, I., Wynia, K., Drost, G., Almansa, J., Kuks, J.B.: The extremity function index (EFI), a disability severity measure for neuromuscular diseases: psychometric evaluation. Disabil. Rehabil. 40, 1–8 (2017)CrossRef
5.
Zurück zum Zitat Hildebrandt, C., Raschner, C., Ammer, K.: An overview of recent application of medical infrared thermography in sports medicine in Austria. Sensors 10(5), 4700–4715 (2010)CrossRef Hildebrandt, C., Raschner, C., Ammer, K.: An overview of recent application of medical infrared thermography in sports medicine in Austria. Sensors 10(5), 4700–4715 (2010)CrossRef
6.
Zurück zum Zitat Ring, E.F.J., Ammer, K.: Infrared thermal imaging in medicine. Physiol. Meas. 33(3), R33–R46 (2012)CrossRef Ring, E.F.J., Ammer, K.: Infrared thermal imaging in medicine. Physiol. Meas. 33(3), R33–R46 (2012)CrossRef
7.
Zurück zum Zitat Vardasca, R., Simoes, R.: Current issues in medical thermography. In: Topics in Medical Image Processing and Computational Vision, pp. 223–237. Springer, Dordrecht (2013) Vardasca, R., Simoes, R.: Current issues in medical thermography. In: Topics in Medical Image Processing and Computational Vision, pp. 223–237. Springer, Dordrecht (2013)
8.
Zurück zum Zitat Vardasca, R., Vaz, L., Mendes, J.: Classification and decision making with infrared medical thermal imaging. In: Dey, N., Ashour, A.S., Borra, S. (eds.) Classification in BioApps: Automation of Decision Making. Studies in Lecture Notes in Computational Vision and Biomechanics Book Series, pp. 79–104. Springer, Dordrecht (2018) Vardasca, R., Vaz, L., Mendes, J.: Classification and decision making with infrared medical thermal imaging. In: Dey, N., Ashour, A.S., Borra, S. (eds.) Classification in BioApps: Automation of Decision Making. Studies in Lecture Notes in Computational Vision and Biomechanics Book Series, pp. 79–104. Springer, Dordrecht (2018)
9.
Zurück zum Zitat Skala Kavanagh, H., Dubravić, A., Lipić, T., Sović, I., Grazio, S.: Computer supported thermography monitoring of hand strength evaluation by electronic dynamometer in rheumatoid arthritis–a pilot study. Periodicum Biologorum 113(4), 433–437 (2011) Skala Kavanagh, H., Dubravić, A., Lipić, T., Sović, I., Grazio, S.: Computer supported thermography monitoring of hand strength evaluation by electronic dynamometer in rheumatoid arthritis–a pilot study. Periodicum Biologorum 113(4), 433–437 (2011)
10.
Zurück zum Zitat Gatt, A., Formosa, C., Cassar, K., Camilleri, K.P., De Raffaele, C., Mizzi, A., et al.: Thermographic patterns of the upper and lower limbs: baseline data. Int. J. Vasc. Med. (2015) Gatt, A., Formosa, C., Cassar, K., Camilleri, K.P., De Raffaele, C., Mizzi, A., et al.: Thermographic patterns of the upper and lower limbs: baseline data. Int. J. Vasc. Med. (2015)
11.
Zurück zum Zitat Sanchis-Sánchez, E., Vergara-Hernández, C., Cibrián, R.M., Salvador, R., Sanchis, E., Codoñer-Franch, P.: Infrared thermal imaging in the diagnosis of musculoskeletal injuries: a systematic review and meta-analysis. Am. J. Roentgenol. 203(4), 875–882 (2014)CrossRef Sanchis-Sánchez, E., Vergara-Hernández, C., Cibrián, R.M., Salvador, R., Sanchis, E., Codoñer-Franch, P.: Infrared thermal imaging in the diagnosis of musculoskeletal injuries: a systematic review and meta-analysis. Am. J. Roentgenol. 203(4), 875–882 (2014)CrossRef
12.
Zurück zum Zitat Vardasca, R., Plassmann, P., Gabriel, J., Ring, E.F.J.: Towards a medical imaging standard capture and analysis software. In: 12th International Conference on Quantitative InfraRed Thermography, Bordeaux, France, pp. 162–168 (2014) Vardasca, R., Plassmann, P., Gabriel, J., Ring, E.F.J.: Towards a medical imaging standard capture and analysis software. In: 12th International Conference on Quantitative InfraRed Thermography, Bordeaux, France, pp. 162–168 (2014)
13.
Zurück zum Zitat Ring, E.F.J., Ammer, K.: The technique of infrared imaging in medicine. Thermol. Int. 10(1), 7–14 (2000) Ring, E.F.J., Ammer, K.: The technique of infrared imaging in medicine. Thermol. Int. 10(1), 7–14 (2000)
14.
Zurück zum Zitat Ammer, K.: The Glamorgan Protocol for recording and evaluation of thermal images of the human body. Thermol. Int. 18(4), 125–144 (2008) Ammer, K.: The Glamorgan Protocol for recording and evaluation of thermal images of the human body. Thermol. Int. 18(4), 125–144 (2008)
Metadaten
Titel
Towards an Automated Analysis of Forearm Thermal Images During Handgrip Exercise
verfasst von
Pedro Silva
Ricardo Vardasca
Joaquim Mendes
Maria Teresa Restivo
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-319-95678-7_56

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