Publication: Content Based Medical Image Classification Using Discrete Wavelet and Cosine Transforms
| dc.authorscopusid | 55806658100 | |
| dc.authorscopusid | 6508022484 | |
| dc.contributor.author | Karhan, Z. | |
| dc.contributor.author | Ergen, B. | |
| dc.date.accessioned | 2025-12-10T23:00:12Z | |
| dc.date.issued | 2015 | |
| dc.department | Ondokuz Mayıs Üniversitesi | en_US |
| dc.department-temp | [Karhan] Zehra, Bilgisayar Mühendisliʇi Bölümü, Ondokuz Mayis Üniversitesi, Samsun, Turkey; [Ergen] Burhan, Bilgisayar Mühendisliʇi Bölümü, Firat Üniversitesi, Elazig, Turkey | en_US |
| dc.description.abstract | In this study, we aimed to determine whether the medical image belongs to that class or not, using the textural features of medical images. The study was performed on the images in IRMA (Image Retrieval in Medical Applications), the international database. After performing pre process on the our current medical images, discrete wavelet transform (DWT) was applied and then discrete cosine transform (DCT) was applied to each band components. After feature extraction, using of 1%, 3%, 5% and 7% of the obtained data were classified. K-Nearest neighbor algorithm (KNN) was used in the classification phase. The classification performance was around 87%. © 2015 IEEE. | en_US |
| dc.identifier.doi | 10.1109/SIU.2015.7130115 | |
| dc.identifier.endpage | 1448 | en_US |
| dc.identifier.isbn | 9781467373869 | |
| dc.identifier.scopus | 2-s2.0-84939167464 | |
| dc.identifier.startpage | 1445 | en_US |
| dc.identifier.uri | https://doi.org/10.1109/SIU.2015.7130115 | |
| dc.identifier.uri | https://hdl.handle.net/20.500.12712/35278 | |
| dc.language.iso | tr | en_US |
| dc.publisher | Institute of Electrical and Electronics Engineers Inc. | en_US |
| dc.relation.ispartof | -- 2015 23rd Signal Processing and Communications Applications Conference, SIU 2015 -- 2015-05-16 Through 2015-05-19 -- Malatya -- 113052 | en_US |
| dc.relation.publicationcategory | Konferans Öğesi - Uluslararası - Kurum Öğretim Elemanı | en_US |
| dc.rights | info:eu-repo/semantics/closedAccess | en_US |
| dc.subject | Discrete Cosine Transform (DCT) | en_US |
| dc.subject | Discrete Wavelet Transform (DWT) | en_US |
| dc.subject | K-Nearest Neighbor Algorithm | en_US |
| dc.subject | Medical Image Classification | en_US |
| dc.title | Content Based Medical Image Classification Using Discrete Wavelet and Cosine Transforms | en_US |
| dc.title.alternative | Ayrık Dalgalcık ve Kosinüs Dönüşümleri Kullanılarak İçerik Tabanlı Tıbbi İmgelerin Sınıflandırılması | en_US |
| dc.type | Conference Object | en_US |
| dspace.entity.type | Publication |