Приказ основних података о документу
Comparative analysis of breast cancer detection in mammograms and thermograms
dc.creator | Milošević, Marina | |
dc.creator | Janković, Dragan | |
dc.creator | Peulić, Aleksandar | |
dc.date.accessioned | 2021-09-24T15:32:57Z | |
dc.date.available | 2021-09-24T15:32:57Z | |
dc.date.issued | 2015 | |
dc.identifier.issn | 0013-5585 | |
dc.identifier.uri | https://gery.gef.bg.ac.rs/handle/123456789/718 | |
dc.description.abstract | In this paper, we present a system based on feature extraction techniques for detecting abnormal patterns in digital mammograms and thermograms. A comparative study of texture-analysis methods is performed for three image groups: mammograms from the Mammographic Image Analysis Society mammographic database; digital mammograms from the local database; and thermography images of the breast. Also, we present a procedure for the automatic separation of the breast region from the mammograms. Computed features based on gray-level co-occurrence matrices are used to evaluate the effectiveness of textural information possessed by mass regions. A total of 20 texture features are extracted from the region of interest. The ability of feature set in differentiating abnormal from normal tissue is investigated using a support vector machine classifier, Naive Bayes classifier and K-Nearest Neighbor classifier. To evaluate the classification performance, five-fold cross-validation method and receiver operating characteristic analysis was performed. | en |
dc.publisher | Walter De Gruyter Gmbh, Berlin | |
dc.rights | restrictedAccess | |
dc.source | Biomedical Engineering-Biomedizinische Technik | |
dc.subject | breast cancer | en |
dc.subject | mammography | en |
dc.subject | region of interest | en |
dc.subject | texture analysis | en |
dc.subject | thermography | en |
dc.title | Comparative analysis of breast cancer detection in mammograms and thermograms | en |
dc.type | article | |
dc.rights.license | ARR | |
dcterms.abstract | Милошевић, Марина; Пеулић, Aлександар; Јанковић, Драган; | |
dc.citation.volume | 60 | |
dc.citation.issue | 1 | |
dc.citation.spage | 49 | |
dc.citation.epage | 56 | |
dc.citation.other | 60(1): 49-56 | |
dc.citation.rank | M22 | |
dc.identifier.wos | 000350406100006 | |
dc.identifier.doi | 10.1515/bmt-2014-0047 | |
dc.identifier.pmid | 25720034 | |
dc.identifier.scopus | 2-s2.0-84925344935 | |
dc.identifier.rcub | https://hdl.handle.net/21.15107/rcub_gery_718 | |
dc.type.version | publishedVersion |