Content-aware image smoothing based on fuzzy clustering
| dc.contributor.author | Antunes dos Santos, Felipe | |
| dc.contributor.author | López Molina, Carlos | |
| dc.contributor.author | Mir Fuentes, Arnau | |
| dc.contributor.author | Mendióroz Iriarte, Maite | |
| dc.contributor.author | Baets, Bernard de | |
| dc.contributor.department | Estadística, Informática y Matemáticas | es_ES |
| dc.contributor.department | Estatistika, Informatika eta Matematika | eu |
| dc.date.accessioned | 2023-09-27T12:44:55Z | |
| dc.date.available | 2023-09-27T12:44:55Z | |
| dc.date.issued | 2022 | |
| dc.date.updated | 2023-09-26T08:40:46Z | |
| dc.description.abstract | Literature contains a large variety of content-aware smoothing methods. As opposed to classical smoothing methods, content-aware ones intend to regularize the image while avoiding the loss of relevant visual information. In this work, we propose a novel approach to contentaware image smoothing based on fuzzy clustering, specifically the Spatial Fuzzy c-Means (SFCM) algorithm. We develop the proposal and put it to the test in the context of automatic analysis of immunohistochemistry imagery for neural tissue analysis. | en |
| dc.description.sponsorship | The authors gratefully acknowledge the financial support of the Spanish Ministry of Science (Project PID2019-108392GB-I00 AEI/FEDER, UE), as well as the funding from the European Union’s H2020 research and innovation programme under Marie Sklodowska-Curie Grant Agreement Number 801586. | en |
| dc.format.mimetype | application/pdf | en |
| dc.identifier.citation | Antunes-Santos, F., Lopez-Molina, C., Mir-Fuentes, A., Mendioroz, M., & De Baets, B. (2022). Content-aware image smoothing based on fuzzy clustering. En D. Ciucci, I. Couso, J. Medina, D. Ślęzak, D. Petturiti, B. Bouchon-Meunier, & R. R. Yager (Eds.), Information Processing and Management of Uncertainty in Knowledge-Based Systems (Vol. 1602, pp. 443-454). Springer International Publishing. https://doi.org/10.1007/978-3-031-08974-9_35 | en |
| dc.identifier.doi | 10.1007/978-3-031-08974-9_35 | |
| dc.identifier.isbn | 978-3-031-08973-2 | |
| dc.identifier.uri | https://academica-e.unavarra.es/handle/2454/46426 | |
| dc.language.iso | eng | en |
| dc.publisher | Springer | en |
| dc.relation.ispartof | Ciucci, D.; Couso, I.; Medina, J.; Slezak, D.; Petturiti, D.; Bouchon-Meunier, B.; Jager, R. R. (eds.). Information Processing and Management of Uncertainty in Knowledge-Based Systems, IPMU 2022. Cham: Springer International Publishing; 2022. p.443-454 978-3-031-08973-2 | en |
| dc.relation.projectID | info:eu-repo/grantAgreement/European Commission/Horizon 2020 Framework Programme/801586/ | |
| dc.relation.projectID | info:eu-repo/grantAgreement/AEI/Plan Estatal de Investigación Científica y Técnica y de Innovación 2017-2020/PID2019-108392GB-I00/ES/ | |
| dc.relation.publisherversion | https://doi.org/10.1007/978-3-031-08974-9_35 | |
| dc.rights | © 2022 Springer Nature Switzerland AG | en |
| dc.rights.accessRights | info:eu-repo/semantics/openAccess | |
| dc.subject | Fuzzy clustering | en |
| dc.subject | Image smoothing | en |
| dc.subject | Progressive supranuclear palsy | en |
| dc.title | Content-aware image smoothing based on fuzzy clustering | en |
| dc.type | info:eu-repo/semantics/conferenceObject | |
| dc.type.version | info:eu-repo/semantics/acceptedVersion | |
| dspace.entity.type | Publication | |
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