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Computational Filters for Dental and Oral Lesion Visualization in Spectral Images | IEEE Journals & Magazine | IEEE Xplore

Computational Filters for Dental and Oral Lesion Visualization in Spectral Images


Computational filter creation and application process: 1) oral and dental spectral imaging and annotation of the spectral images to form a database [21], 2) extraction of...

Abstract:

Clinically interesting low-contrast dental and oral features can be challenging to detect. In visual observation and clinical photographs, identification of low-contrast ...Show More

Abstract:

Clinically interesting low-contrast dental and oral features can be challenging to detect. In visual observation and clinical photographs, identification of low-contrast features can be hard or even impossible. Imaging methods, e.g., X-ray and magnetic resonance imaging, provide more information but often require use of ionizing radiation, expensive equipment, and specialized personnel to operate the devices. A cost-effective, non-ionizing, contrast-enhancing imaging method that can be used at any dental clinic is in great demand. Here we show a dental and oral feature visibility-enhancement based on a portable spectral camera and computational filters derived from principal component analysis. By applying computational filters on oral and dental spectral images, selected features of clinical interest can be highlighted against their surroundings. Due to the lack of information available in standard color images, this visibility-enhancement technique can only be realized using spectral images. Oral and dental spectral imaging does not use ionizing radiation, and modern spectral cameras are small, portable, and can be used without specialized training. In this paper, spectral image-based visibility-enhancement is demonstrated for the following cases: gingival recession, calculus, gingivitis, root caries, secondary caries, Fordyce’s granules, leukoplakia, and pigmentous lesions. The results gained with spectral images and computational filters from principal component analysis are compared against regular color images and grayscale images computed with band-pass filters from our earlier work. The results are promising as the visibility and contrast of the features of interests are enhanced in all the studied cases. This study provides a starting point for future research and demonstrates the applicability of spectral imaging-based methods for practical use at dental clinics.
Computational filter creation and application process: 1) oral and dental spectral imaging and annotation of the spectral images to form a database [21], 2) extraction of...
Published in: IEEE Access ( Volume: 9)
Page(s): 145148 - 145160
Date of Publication: 21 October 2021
Electronic ISSN: 2169-3536

Funding Agency:

Author image of Joni Hyttinen
School of Computing, University of Eastern Finland, Joensuu, Finland
Joni Hyttinen received the M.S. degree in physics from the University of Eastern Finland, Joensuu, Finland, in 2016, where he is currently pursuing the Ph.D. degree in computer science. He is also working as an Early Stage Researcher with the School of Computing, University of Eastern Finland. His research interests include the development of computational and optical imaging solutions and machine and deep learning system...Show More
Joni Hyttinen received the M.S. degree in physics from the University of Eastern Finland, Joensuu, Finland, in 2016, where he is currently pursuing the Ph.D. degree in computer science. He is also working as an Early Stage Researcher with the School of Computing, University of Eastern Finland. His research interests include the development of computational and optical imaging solutions and machine and deep learning system...View more
Author image of Pauli Fält
School of Computing, University of Eastern Finland, Joensuu, Finland
Pauli Fält received the M.S. degree in physics from the University of Joensuu, Finland, in 2006, and the Ph.D. degree in physics from the University of Eastern Finland, Finland, in 2012. He is currently working as a Senior Researcher with the School of Computing, University of Eastern Finland. His interests include the research and development of spectral imaging and spectral image analysis methods for medical imaging app...Show More
Pauli Fält received the M.S. degree in physics from the University of Joensuu, Finland, in 2006, and the Ph.D. degree in physics from the University of Eastern Finland, Finland, in 2012. He is currently working as a Senior Researcher with the School of Computing, University of Eastern Finland. His interests include the research and development of spectral imaging and spectral image analysis methods for medical imaging app...View more
Author image of Heli Jäsberg
Institute of Dentistry, University of Eastern Finland, Kuopio, Finland
Heli Jäsberg graduated as D.D.S. in 2013, and received the Ph.D. degree from the University of Turku, in 2017. She currently works as a Specializing Dentist at the University Hospital of Kuopio in the field of oral and maxillofacial surgery. As a Young Researcher, she has also worked at the University of Eastern Finland with special interest on oral microbiology, oral medicine, and infections.
Heli Jäsberg graduated as D.D.S. in 2013, and received the Ph.D. degree from the University of Turku, in 2017. She currently works as a Specializing Dentist at the University Hospital of Kuopio in the field of oral and maxillofacial surgery. As a Young Researcher, she has also worked at the University of Eastern Finland with special interest on oral microbiology, oral medicine, and infections.View more
Author image of Arja Kullaa
Institute of Dentistry, University of Eastern Finland, Kuopio, Finland
Arja Kullaa received the Ph.D. degree in dentistry from the University of Kuopio, Finland, in 1986. She is currently a Professor in oral medicine with the University of Eastern Finland. Her research focuses on the diagnostics of oral diseases. She has authored two scientific books and more than 100 journal articles and conference proceedings.
Arja Kullaa received the Ph.D. degree in dentistry from the University of Kuopio, Finland, in 1986. She is currently a Professor in oral medicine with the University of Eastern Finland. Her research focuses on the diagnostics of oral diseases. She has authored two scientific books and more than 100 journal articles and conference proceedings.View more
Author image of Markku Hauta-Kasari
School of Computing, University of Eastern Finland, Joensuu, Finland
Markku Hauta-Kasari received the M.S. degree in computer science from the University of Kuopio, Finland, in 1994, and the Ph.D. degree in information processing from the Lappeenranta-Lahti University of Technology, Finland, in 1999. He is currently a Professor in computer science with the University of Eastern Finland. He is also the Head of the Computational Spectral Imaging Research Group. His research interests include...Show More
Markku Hauta-Kasari received the M.S. degree in computer science from the University of Kuopio, Finland, in 1994, and the Ph.D. degree in information processing from the Lappeenranta-Lahti University of Technology, Finland, in 1999. He is currently a Professor in computer science with the University of Eastern Finland. He is also the Head of the Computational Spectral Imaging Research Group. His research interests include...View more

Author image of Joni Hyttinen
School of Computing, University of Eastern Finland, Joensuu, Finland
Joni Hyttinen received the M.S. degree in physics from the University of Eastern Finland, Joensuu, Finland, in 2016, where he is currently pursuing the Ph.D. degree in computer science. He is also working as an Early Stage Researcher with the School of Computing, University of Eastern Finland. His research interests include the development of computational and optical imaging solutions and machine and deep learning systems, all based on spectral imaging.
Joni Hyttinen received the M.S. degree in physics from the University of Eastern Finland, Joensuu, Finland, in 2016, where he is currently pursuing the Ph.D. degree in computer science. He is also working as an Early Stage Researcher with the School of Computing, University of Eastern Finland. His research interests include the development of computational and optical imaging solutions and machine and deep learning systems, all based on spectral imaging.View more
Author image of Pauli Fält
School of Computing, University of Eastern Finland, Joensuu, Finland
Pauli Fält received the M.S. degree in physics from the University of Joensuu, Finland, in 2006, and the Ph.D. degree in physics from the University of Eastern Finland, Finland, in 2012. He is currently working as a Senior Researcher with the School of Computing, University of Eastern Finland. His interests include the research and development of spectral imaging and spectral image analysis methods for medical imaging applications.
Pauli Fält received the M.S. degree in physics from the University of Joensuu, Finland, in 2006, and the Ph.D. degree in physics from the University of Eastern Finland, Finland, in 2012. He is currently working as a Senior Researcher with the School of Computing, University of Eastern Finland. His interests include the research and development of spectral imaging and spectral image analysis methods for medical imaging applications.View more
Author image of Heli Jäsberg
Institute of Dentistry, University of Eastern Finland, Kuopio, Finland
Heli Jäsberg graduated as D.D.S. in 2013, and received the Ph.D. degree from the University of Turku, in 2017. She currently works as a Specializing Dentist at the University Hospital of Kuopio in the field of oral and maxillofacial surgery. As a Young Researcher, she has also worked at the University of Eastern Finland with special interest on oral microbiology, oral medicine, and infections.
Heli Jäsberg graduated as D.D.S. in 2013, and received the Ph.D. degree from the University of Turku, in 2017. She currently works as a Specializing Dentist at the University Hospital of Kuopio in the field of oral and maxillofacial surgery. As a Young Researcher, she has also worked at the University of Eastern Finland with special interest on oral microbiology, oral medicine, and infections.View more
Author image of Arja Kullaa
Institute of Dentistry, University of Eastern Finland, Kuopio, Finland
Arja Kullaa received the Ph.D. degree in dentistry from the University of Kuopio, Finland, in 1986. She is currently a Professor in oral medicine with the University of Eastern Finland. Her research focuses on the diagnostics of oral diseases. She has authored two scientific books and more than 100 journal articles and conference proceedings.
Arja Kullaa received the Ph.D. degree in dentistry from the University of Kuopio, Finland, in 1986. She is currently a Professor in oral medicine with the University of Eastern Finland. Her research focuses on the diagnostics of oral diseases. She has authored two scientific books and more than 100 journal articles and conference proceedings.View more
Author image of Markku Hauta-Kasari
School of Computing, University of Eastern Finland, Joensuu, Finland
Markku Hauta-Kasari received the M.S. degree in computer science from the University of Kuopio, Finland, in 1994, and the Ph.D. degree in information processing from the Lappeenranta-Lahti University of Technology, Finland, in 1999. He is currently a Professor in computer science with the University of Eastern Finland. He is also the Head of the Computational Spectral Imaging Research Group. His research interests include spectral color research, pattern recognition, and computer vision.
Markku Hauta-Kasari received the M.S. degree in computer science from the University of Kuopio, Finland, in 1994, and the Ph.D. degree in information processing from the Lappeenranta-Lahti University of Technology, Finland, in 1999. He is currently a Professor in computer science with the University of Eastern Finland. He is also the Head of the Computational Spectral Imaging Research Group. His research interests include spectral color research, pattern recognition, and computer vision.View more

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