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Automatic classification of volcanic rocks from thin section images using transfer learning networks 

Polat, Özlem; Polat, Ali; Ekici, Taner (2021)
In this study, efficient deep transfer learning models are proposed to classify six types of volcanic rocks, and this paper has a novelty in classifying volcanic rock types for the first time using thin section images. ...
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Determination of Pneumonia in X-ray Chest Images by Using Convolutional Neural Network 

Polat, Özlem; Dokur, Zümray; Ölmez, Taner (2021)
Pneumonia is one of the major diseases that cause a lot of deaths all over the world. Determining pneumonia from chest X-ray (CXR) images is an extremely difficult and important image processing problem. The discrimination ...
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Classification of plutonic rock types using thin section images with deep transfer learning 

Polat, Özlem; Polat, Ali; Ekici, Taner (2021)
Classification of rocks is one of the basic parts of geological research and is a difficult task due to the heterogeneous properties of rocks. This process is time consuming and requires sufficiently knowledgeable and ...
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Classification of brain tumors from MR images using deep transfer learning 

Polat, Özlem; Güngen, Cahfer (2021)
Classification of brain tumors is of great importance in medical applications that benefit from computer-aided diagnosis. Misdiagnosis of brain tumor type will both prevent the patient from responding effectively to the ...



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Polat, Özlem (4)
Ekici, Taner (2)Polat, Ali (2)Dokur, Zümray (1)Güngen, Cahfer (1)... View MoreSubjectBrain tumor classifcation · Transfer learning · VGG16 · VGG19 · ResNet50 · DenseNet121 (1)Deep neural networks, X-ray chest image classification, determination of pneumonia (1)Rock classification, plutonic rocks, deep transfer learning, DenseNet121, convolutional neural networks (1)Rock classification, Volcanic rocks, Deep transfer learning, DenseNet121, ResNet50, Convolutional neural networks (1)... View MorePublication Type
article (4)
Languageeng (4)Publication CategoryUluslararası Hakemli Dergide Makale - Kurum Öğretim Elemanı (4)Access Typeinfo:eu-repo/semantics/closedAccess (2)info:eu-repo/semantics/openAccess (2)Date Issued2021 (4)Has File(s)true (4)

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