Scopus
YÖKSİS Eşleşti
Hybrid-Patch-Alex: A new patch division and deep feature extraction-based image classification model to detect COVID-19, heart failure, and other lung conditions using medical images
International Journal of Imaging Systems and Technology · Temmuz 2023
YÖKSİS Kayıtları
Hybrid-Patch-Alex: A new patch division and deep feature extraction-based image classification model to detect COVID-19, heart failure, and other lung conditions using medical images
INTERNATIONAL JOURNAL OF IMAGING SYSTEMS AND TECHNOLOGY · 2023 SCI-Expanded
DOÇENT KENAN ERDEM →
Makale Bilgileri
DergiInternational Journal of Imaging Systems and Technology
Yayın TarihiTemmuz 2023
Cilt / Sayfa33 · 1144-1159
Scopus ID2-s2.0-85161089102
Özet
COVID-19, chronic obstructive pulmonary disease (COPD), heart failure (HF), and pneumonia can lead to acute respiratory deterioration. Prompt and accurate diagnosis is crucial for effective clinical management. Chest X-ray (CXR) and chest computed tomography (CT) are commonly used for confirming the diagnosis, but they can be time-consuming and biased. To address this, we developed a computationally efficient deep feature engineering model called Hybrid-Patch-Alex for automated COVID-19, COPD, and HF diagnosis. We utilized one CXR dataset and two CT image datasets, including a newly collected dataset with four classes: COVID-19, COPD, HF, and normal. Our model employed a hybrid patch division method, transfer learning with pre-trained AlexNet, iterative neighborhood component analysis for feature selection, and three standard classifiers (k-nearest neighbor, support vector machine, and artificial neural network) for automated classification. The model achieved high accuracy rates of 99.82%, 92.90%, and 97.02% on the respective datasets, using kNN and SVM classifiers.
Yazarlar (15)
1
Kenan Erdem
2
Mehmet Ali Kobat
ORCID: 0000-0002-2217-2925
3
Mehmet Nail Bilen
ORCID: 0000-0003-1468-2930
4
Yunus Balik
ORCID: 0009-0007-4109-1315
5
Sevim Alkan
ORCID: 0009-0000-2147-7375
6
Feyzanur Cavlak
ORCID: 0009-0008-9279-3816
7
Ahmet Kursad Poyraz
ORCID: 0000-0001-8992-1743
8
Prabal Datta Barua
ORCID: 0000-0001-5117-8333
9
Ilknur Tuncer
ORCID: 0000-0003-1549-7008
10
Sengul Dogan
ORCID: 0000-0001-9677-5684
11
Mehmet Baygin
12
Mehmet Erten
ORCID: 0000-0002-6664-4568
13
Turker Tuncer
ORCID: 0000-0002-1425-4664
14
Ru San Tan
ORCID: 0000-0003-2086-6517
15
U. Rajendra Acharya
ORCID: 0000-0003-2689-8552
Anahtar Kelimeler
AlexNet
biomedical image classification
CT image classification
Hybrid-Patch-Alex
transfer learning
Kurumlar
Basaksehir Cam and Sakura City Hospital
Istanbul Türkiye
Duke-NUS Medical School
Singapore City Singapore
Elazig Fethi Sekin City Hospital
Elazig Turkey
Elazig Governorship
Elazig Turkey
Erzurum Teknik Üniversitesi
Erzurum Turkey
Firat Üniversitesi
Elazig Turkey
Firat Üniversitesi Tip Fakültesi
Elazig Turkey
National Heart Centre Singapore
Singapore City Singapore
Selçuk Üniversitesi
Selçuklu Turkey
University of Southern Queensland
Toowoomba Australia
University of Technology Sydney
Sydney Australia
Metrikler
6
Atıf
15
Yazar
5
Anahtar Kelime