In this work, the feasibility of texture parameters extracted from B-Mode images were explored in quantifying medium temperature variation. The goal is to understand how parameters obtained from the gray-level content can be used to improve the actual state-of-the-art methods for non-invasive temperature estimation (NITE). B-Mode images were collected from a tissue mimic phantom heated in a water bath. The phantom is a mixture of water, glycerin, agar'agar and graphite powder. This mixture aims to have similar acoustical properties to in vivo muscle. Images from the phantom were collected using an ultrasound system that has a mechanical sector transducer working at 3.5 MHz. Three temperature curves were collected, and variations between 27 and 44 °C during 60 min were allowed. Two parameters (correlation and entropy) were determined from Grey-Level Co-occurrence Matrix (GLCM) extracted from image, and then assessed for non-invasive temperature estimation. Entropy values were capable of identifying variations of 2.0 °C. Besides, it was possible to quantify variations from normal human body temperature (37 °C) to critical values, as 41 °C. In contrast, despite correlation parameter values (obtained from GLCM) presented a correlation coefficient of 0.84 with temperature variation, the high dispersion of values limited the temperature assessment.
Keywords
Non-invasive temperature estimation; Texture parameters; Image processing techniques; Ultrasound
Subject
Biomedical Engineering
Journal
Ultrasonics, Vol. 50, #2, pp. 290-293, Elsevier, February 2010
Cited by
Year 2016 : 2 citations
Khan, B., Khan, B., Han, F., Han, F., Wang, Z., Wang, Z., Masood, R.J. and Masood, R.J., 2016. Bio-inspired approach to invariant recognition and classification of fabric weave patterns and yarn color. Assembly Automation, 36(2), pp.152-158.
Yang, D.W. and Wu, H., 2016. Three-dimensional temperature uniformity assessment based on gray level co-occurrence matrix. Applied Thermal Engineering, 108, pp.689-696.
Year 2015 : 1 citations
Lewis, Matthew A., Robert M. Staruch, and Rajiv Chopra. "Thermometry and ablation monitoring with ultrasound." International Journal of Hyperthermia 31.2 (2015): 163-181.
Year 2014 : 2 citations
Guidolin, Diego, et al. "Fractal analysis of the structural complexity of the connective tissue in human carotid bodies." Frontiers in physiology 5 (2014).
Zhou, Zhuhuang, et al. "A survey of ultrasound elastography approaches to percutaneous ablation monitoring." Proceedings of the Institution of Mechanical Engineers, Part H: Journal of Engineering in Medicine 228.10 (2014): 1069-1082.
Year 2013 : 2 citations
Wang, Chiao-Yin, et al. "Monitoring radiofrequency ablation with ultrasound Nakagami imaging." Medical physics 40 (2013): 072901.
Pantic, Igor, et al. "Nuclear entropy, angular second moment, variance and texture correlation of thymus cortical and medullar lymphocytes: Grey level co-occurrence matrix analysis." Anais da Academia Brasileira de Ciências 85.3 (2013): 1063-1072.
Year 2012 : 2 citations
Tsui, P., Shu, Y., Chen, W., Liu, H., Hsiao, T., and Chien, Y. Ultrasound temperature estimation based on probability variation of backscatter data. Medical Physics 39 (2012), 2369.
Pantic, I., Pantic, S., Basta-Jovanovic, G., Al-Janobi, Assefa, D., and Keller, H. Gray level co-occurrence matrix texture analysis of germinal center light zone lymphocyte nuclei: Physiology viewpoint with focus on apoptosis. Microscopy and Microanalysis 18, 3 (2012), 470
Year 2011 : 2 citations
Gadelmawla, E. S. "Estimation of surface roughness for turning operations using image texture features." Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture 225.8 (2011): 1281-1292.
Zhang, Yudong, and Lenan Wu. "Crop Classification by forward neural network with adaptive chaotic particle swarm optimization." Sensors 11.5 (2011): 4721-4743.
Year 2010 : 2 citations
Marquez, S., L. Leija, and A. Vera. "Influence of temperature variations on the average grayscale of B-mode images of HIFU-induced lesions." Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE. IEEE, 2010.
Kuo, Chung-Feng Jeffrey, et al. "Application of computer vision in the automatic identification and classification of woven fabric weave patterns." Textile Research Journal 80.20 (2010): 2144-2157.