Education
2018 - 2025
2018 - 2025Doctorate
Dokuz Eylul University, Mühendislik Fakültesi, Elektrik - Elektronik Mühendisliği Bölümü, Turkey
2016 - 2018
2016 - 2018Postgraduate
Dokuz Eylul University, Mühendislik Fakültesi, Elektrik - Elektronik Mühendisliği Bölümü, Turkey
2010 - 2015
2010 - 2015Undergraduate
Dokuz Eylul University, Mühendislik Fakültesi, Elektrik - Elektronik Mühendisliği Bölümü, Turkey
Dissertations
2025
2025Doctorate
Data and model based performance improvement in transfer learning by using generative adversarial networks and model fusion techniques
Dokuz Eylul University, Fen Bilimleri Enstitüsü, Elektrik-Elektronik Mühendisliği Ana Bilim Dalı
2018
2018Postgraduate
Pedestrian detection for railway driver support systems
Dokuz Eylul University, Mühendislik Fakültesi, Elektrik - Elektronik Mühendisliği Bölümü
Research Areas
Avesis Research Areas:
Computer Vision, Artificial Intelligence, Computer Learning and Pattern Recognition, Biomedical Image Processing, Electrical and Electronics Engineering
WoS Research Areas:
Engineering Electrical & Electronic, Computer Science Artificial Intelligence
Scopus Research Areas:
Signal Processing, Artificial Intelligence
Research Areas Based on Academic Activities
Avesis Research Areas
WoS Research Areas
Scopus Research Areas
Academic Positions
2022 - Present
2022 - PresentLecturer
Dokuz Eylul University, İzmir Meslek Yüksekokulu, Teknik Programlar Bölümü
Managerial Experience
2023 - Present
2023 - PresentProgram Coordinator
Dokuz Eylul University, İzmir Meslek Yüksekokulu, Elektrik ve Enerji Bölümü
2022 - Present
2022 - PresentInternship Committee Member
Dokuz Eylul University, İzmir Meslek Yüksekokulu, Elektrik ve Enerji Bölümü
2023 - 2026
2023 - 2026Program Başkanı
Dokuz Eylul University, İzmir Meslek Yüksekokulu, Teknik Programlar Bölümü
Courses
Associate Degree
Associate Degree
Güç Elektroniği 2
Özel Tesisat
Trafo ve Doğru Akım Makineleri
Temel Ev Cihazları
Temel Elektronik
Asenkron ve Senkron Makineler
Elektrikte Ölçme Tekniği
Tesisata Giriş
Career Planning
Temel Elektronik
Temel Ev Cihazları
Elektromekanik Kumanda Sistemleri
Trafo ve Doğru Akım Makineleri
Elektrikte Ölçme Tekniği
Tesisata Giriş
Asenkron ve Senkron Makineler
Mesleki Yabancı Dil
Mesleki Yabancı Dil
Articles
All (8)
SCI-E, SSCI, AHCI (7)
SCI-E, SSCI, AHCI, ESCI (8)
ESCI (1)
Scopus (8)
TRDizin (1)
2026
20261. A New Approach to Diagnosis of Otosclerosis: Volumetric Density Measurement and Patch-based Calculation of Radiomics
BARIŞ M. M., Sari E. A., TOPRAK T., Sari S., OLGUN Y., GÜNERİ E. A., et al.
NEUROLOGICAL SCIENCES AND NEUROPHYSIOLOGY , vol.43, no.1, pp.24-30, 2026 (SCI-Expanded, Scopus)
2025
20252. Panoramic radiographic features for machine learning based detection of mandibular third molar root and inferior alveolar canal contact
Ulusoy A. C., Toprak T., SELVER M. A., Güneri P., İlhan B.
SCIENTIFIC REPORTS , vol.15, no.1, 2025 (SCI-Expanded, Scopus)
2024
20243. Thorax computed tomography (CTX) guided ground truth annotation of CHEST radiographs (CXR) for improved classification and detection of COVID-19
ERTÜRK Ş. M., TOPRAK T., Cömert R. G., Candemir C., Cingöz E., Akyol Sari Z. N., et al.
International Journal for Numerical Methods in Biomedical Engineering , vol.40, no.6, 2024 (SCI-Expanded, Scopus)
2022
20224. Pixel-based analysis of pulmonary changes on CT lung images due to COVID-19 pneumonia.
Soya E., Ekenel N., Savas R., Toprak T., Bewes J., Doganay O.
Journal of clinical imaging science
, vol.12, pp.6, 2022 (ESCI, Scopus)
2021
20215. Measurement of the active toxoplasma retinochoroiditis lesion size during the disease course with swept-source optical coherence tomography angiography: A retrospective image analysis
ATAŞ F., KAYA M., Toprak T., AKBULUT YAĞCI B., Selver A., SAATCİ A. O.
INTERNATIONAL OPHTHALMOLOGY , vol.41, no.12, pp.4127-4135, 2021 (SCI-Expanded, Scopus)
2021
20216. Utilizing resonant scattering signal characteristics via deep learning for improved classification of complex targets
Toprak T., SELVER M. A., SEÇMEN M., ZORAL E. Y.
TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES , vol.29, no.1, pp.334-348, 2021 (SCI-Expanded, Scopus, TRDizin)
2020
20207. Conditional Weighted Ensemble of Transferred Models for Camera Based Onboard Pedestrian Detection in Railway Driver Support Systems
Toprak T., Belenlioglu B., Aydin B., Guzelis C., SELVER M. A.
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY , vol.69, no.5, pp.5041-5054, 2020 (SCI-Expanded, Scopus)
2019
20198. Transferring Synthetic Elementary Learning Tasks to Classification of Complex Targets
SELVER M. A., Toprak T., SEÇMEN M., ZORAL E. Y.
IEEE ANTENNAS AND WIRELESS PROPAGATION LETTERS , vol.18, no.11, pp.2267-2271, 2019 (SCI-Expanded, Scopus)
Papers Presented at Peer-Reviewed Scientific Conferences
2025
20251. Veela Challenge - Vessel Extraction and Extrication for Liver Analysis
TOPRAK T., Yazıcı Z. A., Öksüz İ., Koska I. Ö., Bulucu P., GEZER N. S., et al.
35th IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2025, İstanbul, Turkey, 31 August - 03 September 2025, (Full Text)
2022
20222. Selecting Adequate Basis Model for Adaptation in Pedestrian Detection
toprak T., Özçelikörs M., SELVER M. A.
IEEE 25th International Conference on Intelligent Transportation Systems (ITSC), 08 October 2022, (Full Text)
2022
20223. Otoskleroz Tanısına Yeni Bir Yaklaşım: Volumetrik Dansite Ölçümü ve Radyomik Özellikleri
BARIŞ M. M., SARI E. A., SARI S., TOPRAK T., OLGUN Y., KARABAY N., et al.
TÜRK NÖRORADYOLOJİ DERNEĞİ ULUSLARARASI KATILIMLI 31. YIL YILLIK TOPLANTISI, 17 February 2022, (Full Text)
2021
20214. Karmaşık Hedeflerin Aktarımlı Öğrenme ile Sınıflandırmasında Yapay Sinyallerin Başarıma Etkisi
Toprak T., Selver M. A., Seçmen M., Zoral E. Y.
URSI-TÜRKİYE 2021 X. Bilimsel Kongresi, 7 - 09 September 2021, pp.1-3, (Full Text)
2020
20205. Ensemble of Pre-Trained Pedestrian Detectors via Non-Maximum Suppression for Better Generalization and Consistent Performance
Toprak T., Bulucu P., Ozeceliorks M., Ciltik A., Alper Selver M. A.
17th IEEE/ACS International Conference on Computer Systems and Applications, AICCSA 2020, Virtual, Antalya, Turkey, 2 - 05 November 2020, vol.2020-November, (Full Text)
2020
20206. Limitations of Feature-Classifier Strategies on Pedestrian Detection for Self Driving Cars
Toprak T., Can B. A., Ozcelikors M., Tekin S. B., SELVER M. A.
2nd International Conference on Electrical, Communication and Computer Engineering, ICECCE 2020, İstanbul, Turkey, 12 - 13 June 2020, (Full Text)
2019
20197. Utilizing Resonant Scattering Signal Characteristics of Magnetic Spheres via Deep Learning for Improved Target Classification
SELVER M. A., Toprak T., SEÇMEN M., ZORAL E. Y.
International Symposium on Advanced Electrical and Communication Technologies (ISAECT), Rome, Italy, 27 - 29 November 2019, (Full Text)
2019
20198. Searching Optimal Values of Identification and Controller Design Horizon Lengths, and Regularization Parameters in NARMA Based Online Learning Controller Design
Toprak T., ŞAHİN S., Soydemir M. U., Bulucu P., KOCAOĞLU A., Guzelis C.
11th International Conference on Electrical and Electronics Engineering (ELECO), Bursa, Turkey, 28 - 30 November 2019, pp.800-804, (Full Text)
2019
20199. Machine Learning Based Bounding Box Regression for Improved Pedestrian Detection
Toprak T., GÜNEL S., Belenlioglu B., Aydin B., ZORAL E. Y., SELVER M. A.
International Symposium on Advanced Electrical and Communication Technologies (ISAECT), Rome, Italy, 27 - 29 November 2019, (Full Text)
2018
201810. On Diversity and Complementarity of Pedestrian Detection Models
Toprak T., Belenlioglu B., Dogan S., Aydin B., SELVER M. A.
7th International Conference on Mathematical Modeling in Physical Sciences, IC-MSQUARE 2018, Moscow, Russia, 27 - 31 August 2018, vol.1141, (Full Text)
2018
201811. Camera Based Pedestrian Detection for Railway Driver Support Systems
Toprak T., SELVER M. A., Belenlioglu B., Dogan S., Aydin B.
26th IEEE Signal Processing and Communications Applications Conference (SIU), İzmir, Turkey, 2 - 05 May 2018, (Full Text)
Funded Projects
2023 - 2026
2023 - 2026
Küçük Hücreli Dışı Akciğer Kanserinde Radyasyon Pnömonisinin Erken Teşhisine Imkân Sağlayacak Yeni Bir Radyogenomik Tekniğinin Geliştirilmesi
TUBITAK Project , 1001 - Program for Supporting Scientific and Technological Research Projects
Toprak T., Soya E., Doğanay Ö.(Executive)
2017 - 2020
2017 - 2020Çevrimiçi Kararlılığı Garantileyen Gürbüz Uyarlanır Kontrolör Tasarımı ve Uygulamaları
TUBITAK Project , 1001 - Program for Supporting Scientific and Technological Research Projects
(Project Abstract)
Kocaoğlu A., Güzeliş C., Şahin S.(Executive)
Peer Reviews in Scientific Publications
August 2023
August 2023TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES
Journal Indexed in SCI-E
July 2022
July 2022IEEE ACCESS
Journal Indexed in SCI-E
July 2022
July 2022IEEE ACCESS
Journal Indexed in SCI-E
July 2022
July 2022COMPUTER METHODS IN BIOMECHANICS AND BIOMEDICAL ENGINEERING
Journal Indexed in SCI-E
March 2022
March 2022TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES
SCI Journal
October 2021
October 2021IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS
Journal Indexed in SCI-E
September 2021
September 2021COMPUTERS IN INDUSTRY
Journal Indexed in SCI-E
August 2021
August 2021ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
Journal Indexed in SCI-E
Scientific Consultations
2023 - 2025
2023 - 2025Project Consultancy
Tübitak 1507 (Firma: Roteks Texstil İhracat Sanayi ve Ticaret Anonim Şirketi)
Dokuz Eylul University, İzmir Meslek Yüksekokulu, Elektrik ve Enerji Bölümü, Turkey
2023 - 2025
2023 - 2025Scientific Consultancy
Healysense Bilgi ve Medikal Teknolojileri Araştırma Geliştirme Danışmanlık Sanayi Ticaret Anonim Şirketi
Dokuz Eylul University, İzmir Meslek Yüksekokulu, Elektrik ve Enerji Bölümü, Turkey
Awards
November 2020
November 2020
Best Workshop Paper Award:
17Th Acs/Ieee International Conference On Computer Systems And Applications Aıccsa 2020