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dc.contributor.authorPölönen, Ilkka
dc.contributor.authorRahkonen, Samuli
dc.contributor.authorAnnala, Leevi
dc.contributor.authorNeittaanmäki, Noora
dc.date.accessioned2019-05-13T07:22:07Z
dc.date.available2019-05-13T07:22:07Z
dc.date.issued2019fi
dc.identifier.citationPölönen, I., Rahkonen, S., Annala, L., & Neittaanmäki, N. (2019). Convolutional neural networks in skin cancer detection using spatial and spectral domain. In B. Choi, & H. Zeng (Eds.), <em>Proceedings of SPIE Volume 10851 : Photonics in Dermatology and Plastic Surgery 2019</em> (pp. 108510B). SPIE conference proceedings, 10851. SPIE, The International Society for Optical Engineering. <a href="https://doi.org/10.1117/12.2509871">doi:10.1117/12.2509871</a>fi
dc.identifier.otherTUTKAID_81008
dc.identifier.urihttps://jyx.jyu.fi/handle/123456789/63888
dc.description.abstractSkin cancers are world wide deathly health problem, where significant life and cost savings could be achieved if detection of cancer can be done in early phase. Hypespectral imaging is prominent tool for non-invasive screening. In this study we compare how use of both spectral and spatial domain increase classification performance of convolutional neural networks. We compare five different neural network architectures for real patient data. Our models gain same or slightly better positive predictive value as clinicians. Towards more general and reliable model more data is needed and collection of training data should be systematic.fi
dc.format.mimetypeapplication/pdf
dc.language.isoeng
dc.publisherSPIE, The International Society for Optical Engineering
dc.relation.ispartofProceedings of SPIE Volume 10851 : Photonics in Dermatology and Plastic Surgery 2019
dc.relation.ispartofseriesSPIE conference proceedings
dc.rightsIn Copyright
dc.subject.otherspektrikuvausfi
dc.subject.otherihosyöpäfi
dc.subject.otherneuroverkotfi
dc.subject.otherspectral imagingfi
dc.subject.otherskin cancerfi
dc.subject.otherneural networksfi
dc.titleConvolutional neural networks in skin cancer detection using spatial and spectral domainfi
dc.typeconferenceObject
dc.identifier.urnURN:NBN:fi:jyu-201904042072
dc.contributor.laitosInformaatioteknologian tiedekuntafi
dc.contributor.laitosFaculty of Information Technologyen
dc.contributor.oppiaineTietotekniikka
dc.type.urihttp://purl.org/eprint/type/ConferencePaper
dc.date.updated2019-04-04T12:15:09Z
dc.description.reviewstatuspeerReviewed
dc.relation.issn0277-786X
dc.relation.numberinseries10851
dc.type.versionacceptedVersion
dc.rights.copyright© Society of Photo-Optical Instrumentation Engineers (SPIE), 2019.
dc.rights.accesslevelopenAccessfi
dc.relation.conferencePhotonics in Dermatology and Plastic Surgery
dc.format.contentfulltext
dc.rights.urlhttp://rightsstatements.org/page/InC/1.0/?language=en
dc.relation.doi10.1117/12.2509871


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