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dc.contributor.authorMello Román, Julio César 
dc.contributor.authorFretes López, Vicente Reinaldo
dc.contributor.authorAdorno Quevedo, Carlos Gabriel 
dc.contributor.authorGariba Silva, Ricardo
dc.contributor.authorVázquez Noguera, José Luis 
dc.contributor.authorLegal Ayala, Horacio Andrés 
dc.contributor.authorMello Román, Jorge Daniel
dc.contributor.authorEscobar Torres, Ricardo Daniel
dc.contributor.authorFacon, Jacques
dc.contributor.otherUniversidad Nacional de Asunción. Facultad Politécnicaes
dc.date.accessioned2025-06-11T20:30:23Z
dc.date.available2025-06-11T20:30:23Z
dc.date.issued2021-04-29
dc.identifier.citationMello Román, J. C., Fretes, V. R., Adorno, C. G., Gariba Silva, R., Vázquez Noguera, J. L., Legal-Ayala, H., Mello-Román, J. D., Escobar Torres, R. D., & Facon, J. (2021). Panoramic dental radiography image enhancement using multiscale mathematical morphology. Sensors, 21(9), Article 3110. https://doi.org/10.3390/s21093110en
dc.identifier.otherhttps://doi.org/10.3390/s21093110es
dc.identifier.urihttp://hdl.handle.net/20.500.14066/4590
dc.descriptionCorrespondence: jlvazquez@pol.una.py.en
dc.descriptionThis article belongs to the Special Issue Sensing and Imaging Technology in Dentistry.en
dc.description.abstractPanoramic dental radiography is one of the most used images of the different dental specialties. This radiography provides information about the anatomical structures of the teeth. The correct evaluation of these radiographs is associated with a good quality of the image obtained. In this study, 598 patients were consecutively selected to undergo dental panoramic radiography at the Department of Radiology of the Faculty of Dentistry, Universidad Nacional de Asunción. Contrast enhancement techniques are used to enhance the visual quality of panoramic dental radiographs. Specifically, this article presents a new algorithm for contrast, detail and edge enhancement of panoramic dental radiographs. The proposed algorithm is called Multi-Scale Top-Hat transform powered by Geodesic Reconstruction for panoramic dental radiography enhancement (MSTHGR). This algorithm is based on multi-scale mathematical morphology techniques. The proposal extracts multiple features of brightness and darkness, through the reconstruction of the marker (obtained by the Top-Hat transformation by reconstruction) starting from the mask (obtained by the classic Top-Hat transformation). The maximum characteristics of brightness and darkness are added to the dental panoramic radiography. In this way, the contrast, details and edges of the panoramic radiographs of teeth are improved. For the tests, MSTHGR was compared with the following algorithms: Geodesic Reconstruction Multiscale Morphology Contrast Enhancement (GRMMCE), Histogram Equalization (HE), Brightness Preserving Bi-Histogram Equalization (BBHE), Dual Sub- Image Histogram Equalization (DSIHE), Minimum Mean Brightness Error Bi-Histogram Equalization (MMBEBHE), Quadri-Histogram Equalization with Limited Contrast (QHELC), Contrast-Limited Adaptive Histogram Equalization (CLAHE) and Gamma Correction (GC). Experimentally, the numerical results show that the MSTHGR obtained the best results with respect to the Contrast Improvement Ratio (CIR), Entropy (E) and Spatial Frequency (SF) metrics. This indicates that the algorithm performs better local enhancements on panoramic radiographs, improving their details and edges.es
dc.description.sponsorshipConsejo Nacional de Ciencia y Tecnologíaes
dc.language.isoenges
dc.publisherMultidisciplinary Digital Publishing Institutees
dc.rightsAtribución 4.0 Internacional*
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/*
dc.subject.meshAlgoritmoses
dc.subject.meshAumento de la imagenes
dc.subject.meshDiente/diagnóstico por imagenes
dc.subject.meshHumanoses
dc.subject.meshIntensificación de imagen radiográficaes
dc.subject.meshRadiografía panorámicaes
dc.subject.meshAlgorithmsen
dc.subject.meshImage enhancementen
dc.subject.meshTooth/diagnostic imagingen
dc.subject.meshHumansen
dc.subject.meshRadiographic image enhancementen
dc.subject.meshRadiography, panoramicen
dc.subject.otherContrast enhancementes
dc.subject.otherMulti-scale mathematical morphologyes
dc.subject.otherPanoramic dental radiographyes
dc.subject.otherTop-hat transformationes
dc.titlePanoramic dental radiography image enhancement using multiscale mathematical morphologyes
dc.typeinfo:eu-repo/semantics/articlees
dc.typeinfo:eu-repo/semantics/publishedVersiones
dc.identifier.doi10.3390/s21093110es
dc.description.fundingtextPrograma Paraguayo para el Desarrollo de la Ciencia y Tecnología. Proyectos de creación y fortalecimiento de maestrías y doctorados de excelenciaes
dc.identifier.essn1424-8220es
dc.issue.number9es
dc.journal.titleSensorses
dc.relation.projectCONACYTPOSG17-53es
dc.rights.accessRightsinfo:eu-repo/semantics/openAccesses
dc.rights.copyright© 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https:// creativecommons.org/licenses/by/ 4.0/).es
dc.volume.number21es


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Atribución 4.0 Internacional
Except where otherwise noted, this item's license is described as Atribución 4.0 Internacional