Professor of Electrical and Electronics Engineering | School of Technology and Architecture
| Raum: | BS 313 |
| E-Mail: | [email protected] |
Professor of Electrical and Electronics Engineering | School of Technology and Architecture
Prof. Dr. Oezdemir Cetin
Über mich
Teaching and mentoring in Electrical and Electronics Engineering within the School of Technology and Architecture.
Research in computational pathology, virtual staining, deformable image registration, and weakly supervised whole slide image analysis. Supervised M.Sc. and B.Sc. theses and co-advised Ph.D. research.
Teaching data science and computer science related courses in online higher education with large student cohorts and supervising master’s theses.
Founded an AI-enabled virtual staining platform for digital pathology; led innovation, IP evaluation, and translational development toward regulation-ready clinical workflows.
Conducted research on AI for medical image segmentation and virtual staining in biomedical imaging applications.
Worked on single-cell segmentation and tracking in microstructured environments using deep learning methods including U-Net.
Contributed to research and academic collaboration in bioinspired communication systems and medical image analysis.
Taught courses in electronics, image processing, computer vision, signal processing, and related engineering subjects; supervised B.Sc., M.Sc., and Ph.D. projects.
Worked on machine learning methods for multiple sclerosis lesion detection from multimodal MRI data.
Developed GPU-accelerated algorithms for fMRI analysis and biomedical imaging applications.
Conducted teaching and research in electronics, computer vision, and applied AI before promotion to Associate Professor.
An diesen Publikationen habe ich mitgewirkt
Bücher und Broschüren
Cetin, Ö.(2014) Data Hiding (Veri gizleme). Beta.
Peer-Review
• 2022 – Oezdemir Cetin. Histopathological Image Classification Based on Self-Supervised Vision Transformer and Weak Labels. Medical Imaging 2022: Digital and Computational Pathology.
• 2022 – Oezdemir Cetin. Multi-Magnification Networks for Deformable Image Registration on Histopathology Images. International Workshop on Biomedical Image Registration.
• 2022 – Oezdemir Cetin. Deep Learning-Based Restaining of Histopathological Images. 2022 IEEE International Conference on Bioinformatics and Biomedicine (BIBM).
• 2020 – Oezdemir Cetin. Multiple Sclerosis Lesion Detection in Multimodal MRI Using Simple Clustering-Based Segmentation and Classification. Informatics in Medicine Unlocked.
• 2016 – Oezdemir Cetin. Development of a Web Interface for Performing Morphological Operations on the CUDA Platform. Computer Applications in Engineering Education.
• 2016 – Oezdemir Cetin. Detection of Object Distances in a Stereo Camera System Using Disparity Maps [Stereo kamera sisteminde aykırılık haritaları yardımıyla nesne uzaklıklarının tespit edilmesi]. Sakarya University Journal of Science.
• 2015 – Oezdemir Cetin. A Real-Time Life-Care Monitoring Framework: WarnRed Hardware and Software Design. Turkish Journal of Electrical Engineering and Computer Sciences.
• 2015 – Oezdemir Cetin. Detection of Normal and Epileptic EEG Signals Using ANN Methods with a MATLAB-Based GUI. International Journal of Computer Applications.
• 2014 – Oezdemir Cetin. A Web Laboratory Using MATLAB Builder NE for Computer Image Processing. Turkish Journal of Electrical Engineering and Computer Sciences.
• 2013 – Oezdemir Cetin. A New Digital Image Steganography Algorithm Based on Visible Wavelength. Turkish Journal of Electrical Engineering and Computer Sciences.
• 2013 – Oezdemir Cetin. A New Approach for Embedding Medical Information into Medical Images [Medikal görüntü içerisine tıbbi bilgilerin gömülmesi için yeni bir yaklaşım]. Sakarya University Journal of Science.
• 2012 – Oezdemir Cetin. A Blind Steganography Method Based on Histograms for Video Files. The Imaging Science Journal.
• 2012 – Oezdemir Cetin. An Analysis Tool for Calculating Permeability Based on the Patlak Method. Journal of Medical Systems.
• 2011 – Oezdemir Cetin. A Robust Real-Time Secure Communication Approach over the Public Switched Telephone Network. Journal of Naval Science and Engineering.
• 2011 – Oezdemir Cetin. A Robust Real-Time Secure Communication Approach over the Public Switched Telephone Network [Açık anahtarlamalı telefon hattı üzerinden gerçek zamanlı dayanıklı bir güvenli haberleşme yaklaşımı]. Journal of Naval Science and Engineering.
• 2011 – Oezdemir Cetin. Design and Performance Analysis of a New Dynamic Channel-Hopping Security Method against Jamming Attacks [Boğma saldırılarına karşı dinamik kanal atlamalı yeni bir güvenlik yönteminin tasarımı ve başarım analizi]. Journal of the Faculty of Engineering and Architecture of Gazi University.
• 2010 – Oezdemir Cetin. Implementation of the Zero-Error One-Second Timing Algorithm for a Microcontroller. Journal of Naval Science and Engineering.
• 2010 – Oezdemir Cetin. Performance Evaluation of a Scalable Encryption Algorithm for Wireless Sensor Networks. Scientific Research and Essays.
• 2009 – Oezdemir Cetin. A New Steganography Algorithm Based on Color Histograms for Data Embedding into Raw Video Streams. Computers & Security.
• 2008 – Oezdemir Cetin. Normobaric Hyperoxia Inhibits NADPH Oxidase-Mediated Matrix Metalloproteinase-9 Induction in Cerebral Microvessels in Experimental Stroke. Journal of Neurochemistry.
• 2004 – Oezdemir Cetin. The Importance of Education for Technological Development and the Role of Internet-Supported Teaching in Education [Teknolojik gelişme için eğitimin önemi ve internet destekli öğretimin eğitimdeki yeri]. The Turkish Online Journal of Educational Technology.
• 2003 – Oezdemir Cetin. An Investigation of Communication Systems Used in Amateur Wireless Communication [Amatör teizsizlikte kullanılan iletişim sistemlerinin incelenmesi]. Sakarya University Journal of Science.
Non Peer-Review
• 2008 – Oezdemir Cetin. A Data Embedding Algorithm Design for Video Applications Using a New Steganography Approach. Ph.D. Dissertation, Sakarya University, Sakarya, Turkey.
• 2003 – Oezdemir Cetin. Integration of the Watchdog Timer Unit into the Design of an Industrial 8051 IP Core [Endüstriyel 8051 IP CORE tasarımına Watchdog Timer biriminin entegre edilmesi]. Master’s Thesis, Sakarya University, Sakarya, Turkey.
Konferenzbeiträge und Vorträge
• 2025 – Oezdemir Cetin, et al. A U-Net-Based Machine Learning Approach with Augmentation for Enhanced Precision in Multiple Sclerosis Lesion Segmentation from Multimodal MRI. Digital Poster, ISMRM & ISMRT Annual Meeting, Honolulu, Hawaii, USA.
• 2023 – Oezdemir Cetin, et al. Keypoint-Driven Unsupervised Learning for Histopathology Image Registration. IEEE International Conference on Bioinformatics and Biomedicine (BIBM), Shanghai, China.
• 2022 – Oezdemir Cetin, et al. Deep Learning-Based Restaining of Histopathological Images. IEEE International Conference on Bioinformatics and Biomedicine (BIBM), Las Vegas, USA.
• 2022 – Oezdemir Cetin, et al. Multi-Magnification Networks for Deformable Image Registration on Histopathology Images. International Workshop on Biomedical Image Registration (WBIR), Munich, Germany.
• 2008 – Oezdemir Cetin. Foundations of Steganography. Graduate Lecture, University of New Mexico, USA.
Öffentliche Medienbeiträge (hier gerne in der Aufteilung nach TV, Radio, Print, Online, etc.)
Online / Print
• 2025 – “Team der TU Darmstadt forscht zu KI bei der Krebsdiagnose” [TU Darmstadt Team Researches AI for Cancer Diagnosis]. Echo Online, 13 February 2025.
• 2024 – “AI instead of chemistry – Start-up ViSPAGI turns cancer diagnostics on its head.” Online news/interview feature, TU Darmstadt, 24 October 2024.