A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä
Classification of brain hemorrhage computed tomography images using OzNet hybrid algorithm
Tekijät: Ozaltin Oznur, Coskun Orhan, Yeniay Ozgur, Subasi Abdulhamit
Kustantaja: Wiley
Julkaisuvuosi: 2023
Journal: International Journal of Imaging Systems and Technology
Tietokannassa oleva lehden nimi: INTERNATIONAL JOURNAL OF IMAGING SYSTEMS AND TECHNOLOGY
Lehden akronyymi: INT J IMAG SYST TECH
Vuosikerta: 33
Numero: 1
Aloitussivu: 69
Lopetussivu: 91
Sivujen määrä: 23
ISSN: 0899-9457
eISSN: 1098-1098
DOI: https://doi.org/10.1002/ima.22806
Verkko-osoite: https://onlinelibrary.wiley.com/doi/10.1002/ima.22806
Rinnakkaistallenteen osoite: https://research.utu.fi/converis/portal/detail/Publication/176474709
Classification of brain hemorrhage computed tomography (CT) images provides a better diagnostic implementation for emergency patients. Attentively, each brain CT image must be examined by doctors. This situation is time-consuming, exhausting, and sometimes leads to making errors. Hence, we aim to find the best algorithm owing to a requirement for automatic classification of CT images to detect brain hemorrhage. In this study, we developed OzNet hybrid algorithm, which is a novel convolution neural networks (CNN) algorithm. Although OzNet achieves high classification performance, we combine it with Neighborhood Component Analysis (NCA) and many classifiers: Artificial neural networks (ANN), Adaboost, Bagging, Decision Tree, K-Nearest Neighbor (K-NN), Linear Discriminant Analysis (LDA), Naive Bayes and Support Vector Machines (SVM). In addition, Oznet is utilized for feature extraction, where 4096 features are extracted from the fully connected layer. These features are reduced to have significant and informative features with minimum loss by NCA. Eventually, we use these classifiers to classify these significant features. Finally, experimental results display that OzNet-NCA-ANN excellent classifier model and achieves 100% accuracy with created Dataset 2 from Brain Hemorrhage CT images.
Ladattava julkaisu This is an electronic reprint of the original article. |  |
