Yazar "Terzi, Ramazan" için listeleme
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Açık Kaynak Veri Seti ile Eğitilen Yapay Zeka Modellerinin Klinik Ortamdaki Performans Analizi
Amaç: Derin öğrenmeye dayalı tümör tespiti ve bölütleme yöntemleri uzun süreden beri geliştirilmekte olup, günümüzde ise literatürde yaygın olarak yer almaktadır. Geliştirilen yapay zekaya tabanlı derin öğrenme yöntemleri ... -
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 ... -
An Ensemble of Deep Learning Object Detection Models for Anatomical and Pathological Regions in Brain MRI
Terzi, Ramazan (Mdpi, 2023)This paper proposes ensemble strategies for the deep learning object detection models carried out by combining the variants of a model and different models to enhance the anatomical and pathological object detection ... -
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 ...