Yazar "Azginoglu, Nuh" için listeleme
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A comprehensive survey of deep learning research on medical image analysis with focus on transfer learning
Atasever, Sema; Azginoglu, Nuh; Terzi, Duygu Sinanc; Terzi, Ramazan (Elsevier Science Inc, 2023)This survey aims to identify commonly used methods, datasets, future trends, knowledge gaps, constraints, and limitations in the field to provide an overview of current solutions used in medical image analysis in parallel ... -
Curriculum Learning for Age Estimation from Brain MRI
Asan, Alican; Terzi, Ramazan; Azginoglu, Nuh (Sciendo, 2021)Age estimation from brain MRI has proved to be considerably helpful in early diagnosis of diseases such as Alzheimer's and Parkinson's. In this study, curriculum learning effect on age estimation models was measured using ... -
False positive repression: Data centric pipeline for object detection in brain MRI
Terzi, Ramazan; Azginoglu, Nuh; Terzi, Duygu Sinanc (Wiley, 2022)One of the problems that often arise during the application of medical research to real life is the high number of false positive cases. This situation causes experts to be warned with false alarms unnecessarily and increases ... -
In-Domain Transfer Learning Strategy for Tumor Detection on Brain MRI
Terzi, Duygu Sinanc; Azginoglu, Nuh (Mdpi, 2023)Transfer learning has gained importance in areas where there is a labeled data shortage. However, it is still controversial as to what extent natural image datasets as pre-training sources contribute scientifically to ...