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2019 | OriginalPaper | Chapter

Joint Image Extraction Algorithm and Super-Resolution Algorithm for Rheumatoid Arthritis Medical Examinations

Authors : Tomio Goto, Yoshiki Sano, Takuma Mori, Masato Shimizu, Koji Funahashi

Published in: Intelligent Interactive Multimedia Systems and Services

Publisher: Springer International Publishing

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Abstract

Super-resolution techniques have been widely used in fields such as television, aerospace imaging, and medical imaging. In medical imaging, X-rays commonly have low resolution and a significant amount of noise, because radiation levels are minimized to maintain patient safety. So, we proposed a novel super-resolution method for X-ray images, and a novel measurement algorithm for treatment of rheumatoid arthritis (RA) using X-ray images generated by our proposed super-resolution method. However, in our proposed system, there are several operations to do by doctors manually, and it is hard for them. By utilizing image recognition technology, it is possible to extract joint images from X-ray images automatically. In this paper, we will discuss an algorithm to extract joint images from X-ray images automatically. Experimental results show that correct joint images will be obtained for our proposed method. Therefore, our proposed measurement algorithm is effective for RA medical examinations.

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Literature
1.
go back to reference Goto, T., Mori, T., Kariya, H., Shimizu, M., Sakurai, M., Funahashi, K.: Super-resolution technology for X-ray images and its application for rheumatoid arthritis medical examinations. In: International KES Conference on Innovation in Medicine and Healthcare (InMed), pp. 217–226, June 2016CrossRef Goto, T., Mori, T., Kariya, H., Shimizu, M., Sakurai, M., Funahashi, K.: Super-resolution technology for X-ray images and its application for rheumatoid arthritis medical examinations. In: International KES Conference on Innovation in Medicine and Healthcare (InMed), pp. 217–226, June 2016CrossRef
2.
go back to reference Singh, A., Ahuja, N.: Single image super-resolution using adaptive domain transformation. In: IEEE International Conference on Image Processing (ICIP), pp. 947–951, September 2013 Singh, A., Ahuja, N.: Single image super-resolution using adaptive domain transformation. In: IEEE International Conference on Image Processing (ICIP), pp. 947–951, September 2013
3.
go back to reference Cho, C., Jeon, J., Paik, J.: Example-based super-resolution using selfpatches and approximated constrained least squares filter. In: IEEE International Conference on Image Processing (ICIP), pp. 2140–2144, October 2014 Cho, C., Jeon, J., Paik, J.: Example-based super-resolution using selfpatches and approximated constrained least squares filter. In: IEEE International Conference on Image Processing (ICIP), pp. 2140–2144, October 2014
4.
go back to reference Rudin, L., Ohser, S., Fetami, E.: Nonlinear total variation based noise removal algorithm. Phys. D 60, 259–268 (1992)MathSciNetCrossRef Rudin, L., Ohser, S., Fetami, E.: Nonlinear total variation based noise removal algorithm. Phys. D 60, 259–268 (1992)MathSciNetCrossRef
5.
go back to reference Meyer, Y.: Oscillating patterns in image processing and non-linear evolution equation. In: The Fifteenth Dean Jacqueline B. Lewis Memorial Lectures. University Lecture Series, vol. 22. American Mathematical Society (1992) Meyer, Y.: Oscillating patterns in image processing and non-linear evolution equation. In: The Fifteenth Dean Jacqueline B. Lewis Memorial Lectures. University Lecture Series, vol. 22. American Mathematical Society (1992)
6.
go back to reference Vese, L.A., Osher, S.J.: Modeling textures with total variation minimization and oscillating patterns in image processing. J. Sci. Comput. 19, 553–572 (2003)MathSciNetCrossRef Vese, L.A., Osher, S.J.: Modeling textures with total variation minimization and oscillating patterns in image processing. J. Sci. Comput. 19, 553–572 (2003)MathSciNetCrossRef
7.
go back to reference Aujol, J.-F., Aubert, G., Blanc-Feraud, L., Chambolle, A.: Image decomposition into a bounded variation component and an oscillating component. J. Math. Imaging Vis. 22, 71–88 (2005)MathSciNetCrossRef Aujol, J.-F., Aubert, G., Blanc-Feraud, L., Chambolle, A.: Image decomposition into a bounded variation component and an oscillating component. J. Math. Imaging Vis. 22, 71–88 (2005)MathSciNetCrossRef
8.
go back to reference Goto, K., Nagashima, F., Goto, T., Hirano, S., Sakurai, M.: Super-resolution for high resolution displays. In: IEEE Global Conference on Consumer Electronics (GCCE), pp. 309–310, October 2014 Goto, K., Nagashima, F., Goto, T., Hirano, S., Sakurai, M.: Super-resolution for high resolution displays. In: IEEE Global Conference on Consumer Electronics (GCCE), pp. 309–310, October 2014
9.
go back to reference Chambolle, A.: An algorithm for total variation minimization and applications. J. Math. Imaging Vis. 20(1), 89–97 (2004)MathSciNetMATH Chambolle, A.: An algorithm for total variation minimization and applications. J. Math. Imaging Vis. 20(1), 89–97 (2004)MathSciNetMATH
10.
go back to reference Osher, S.J., Rudin, L.I.: Feature-oriented Image enhancement using shock filters. SIAM J. Numer. Anal. 27, 910–940 (1990)CrossRef Osher, S.J., Rudin, L.I.: Feature-oriented Image enhancement using shock filters. SIAM J. Numer. Anal. 27, 910–940 (1990)CrossRef
11.
go back to reference Alvarez, L., Mazorra, L.: Signal and image restoration using shock filters and anisotropic diffusion. SIAM J. Numer. Anal. 31(2), 590–605 (1994)MathSciNetCrossRef Alvarez, L., Mazorra, L.: Signal and image restoration using shock filters and anisotropic diffusion. SIAM J. Numer. Anal. 31(2), 590–605 (1994)MathSciNetCrossRef
Metadata
Title
Joint Image Extraction Algorithm and Super-Resolution Algorithm for Rheumatoid Arthritis Medical Examinations
Authors
Tomio Goto
Yoshiki Sano
Takuma Mori
Masato Shimizu
Koji Funahashi
Copyright Year
2019
DOI
https://doi.org/10.1007/978-3-319-92231-7_28

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