Peer-reviewed publications
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Computers in Biology and Medicine - 2019
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Neural Computing and Applications - 2022
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Nature Biomedical Engineering 6: 1407–1419, 2022
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Scientific Reports 13:128, 2023
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Meme Kanserinde Ki67 İndeks Ölçümlerinin Manuel ve Dijital YöntemlerAçısından Kıyaslanması.
İstanbul Gelişim Üniversitesi Sağlık Bilimleri Dergisi, 2023
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Medical Image Analysis, Vol 91, 102992, Jan 2024
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Medical Image Analysis, Vol 94, 103155, May 2024
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A robust image segmentation and synthesis pipeline for histopathology.
Medical Image Analysis, under revision, 2024
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Deep Learning-based Virtual Special Staining of H&E-Stained Tissue Sections.
The Lancet Digital Health, submitted, 2024
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Evaluating the Impact of a Ki-67 Decision Support Algorithm on Pathology Residents Scoring Accuracy.
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From Microscope to Machine: A Practical Guide to PD-L1 Testing in NSCLC.
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XStainer: A novel virtual staining tool powered by advanced deep learning techniques.
Presentations & posters at international conferences
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25th International Conference on Systems, Signals and Image Processing (IWSSIP), Maribor, Slovenia, June 20-22, 2018. Abstract at pp.1-5
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Patch-level nuclear pleomorphism scoring using convolutional neural networks,
International Conference on Computer Analysis of Images and Patterns (CAIP) Virtual Conference, 28-30 September 2021. Abstract in Lecture Notes in Computer Science, Part 1 / Biomedical Image and Pattern Analysis, p185, 2021
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Artificial intelligence-based mitoses counting in gastrointestinal stromal tumours.
33th European Congress of Pathology, August 28 - September 1, 2021, Gothenburg, Sweden. Abstract in Virchows Archiv, 479 (Suppl 1): S132, 2021
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Whole slide histologic grading of breast cancer using convolutional neural networks.
ASCO 2022, American Society of Clinical Oncology Annual Meeting, June 3-7, 2022, Chicago, IL. Abstract in Journal of Clinical Oncology 40, no. 16_suppl: e13607, 2022
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An automated deep learning based mitotic cell detection and recognition in whole slide invasive breast cancer tissue images.
E-poster at the 34th European Congress of Pathology, September 3-7, 2022, Basel, Switzerland. Abstract in Virchows Archiv, 481 (Suppl 1): S303, 2022
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Artificial intelligence based improvement of pulmonary frozen section WSI’s - a pilot study.
United States & Canadian Academy of Pathology (USCAP) 112th Annual Meeting, March 11-16, 2023, New Orleans, Louisiana. Abstract in Laboratory Investigation 103 (Suppl 1): S1675-S1676, 2023
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Automated Mitotic Rate Detection in Primary Cutaneous Melanomas Using Artificial Intelligence.
Digital Pathology Association / Pathology Visions 2023, Oct 29 - 31 2023, Orlando, Florida. Abstract in Journal of Pathology Informatics, in press
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FFPE++: Improving the quality of formalin-fixed paraffin-embedded tissue imaging via contrastive unpaired image-to-image translation.
Digital Pathology Association / Pathology Visions 2023, Oct 29 - 31 2023, Orlando, Florida. Abstract in Journal of Pathology Informatics, in press
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A robust image synthesis and segmentation pipeline for histopathology.
Digital Pathology Association / Pathology Visions 2023, Oct 29 - 31 2023, Orlando, Florida. Abstract in Journal of Pathology Informatics, in press
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Deep learning-based virtual special staining of H&E-stained tissue sections.
Digital Pathology Association / Pathology Visions 2023, Oct 29 - 31 2023, Orlando, Florida. Abstract in Journal of Pathology Informatics, in press
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Digital analysis of breast cancer Ki-67 scores in different whole slide image formats.
Digital Pathology Association / Pathology Visions 2023, Oct 29 - 31 2023, Orlando, Florida. Abstract in Journal of Pathology Informatics
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AI-Powered Automated Analysis of Mitotic Figures in Soft Tissue Sarcomas Whole Slide Images.
United States & Canadian Academy of Pathology (USCAP) 113th Annual Meeting, March 23-28, 2024, Baltimore, Maryland. Abstract # 69 in Laboratory Investigation 104
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AI-Powered Automated Analysis of Mitotic Figures in Soft Tissue Sarcomas Whole Slide Images.
United States & Canadian Academy of Pathology (USCAP) 113th Annual Meeting, March 23-28, 2024, Baltimore, Maryland. Abstract # 69 in Laboratory Investigation 104
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Comparison of Two Quality Control Algorithms for Artifacts of Whole Slide Images.
United States & Canadian Academy of Pathology (USCAP) 113th Annual Meeting, March 23-28, 2024, Baltimore, Maryland. Abstract # 1258 in Laboratory Investigation 104 (Suppl 1): S1572-S1573, 2024
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Validation of Algorithmic Ki-67 Scoring in Breast Cancer Using Four Different Whole Slide Image Formats.
United States & Canadian Academy of Pathology (USCAP) 113th Annual Meeting, March 23-28, 2024, Baltimore, Maryland. Abstract # 1295 in Laboratory Investigation 104 (Suppl 1): S1623, 2024
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Validation of an AI-based Prostate Cancer Detection Algorithm in Different Image Formats.
United States & Canadian Academy of Pathology (USCAP) 113th Annual Meeting, March 23-28, 2024, Baltimore, Maryland. Abstract # 1296 in Laboratory Investigation 104 (Suppl 1): S1623-S1624, 2024
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AI-Based Ganglion Cell Detection in Frozen Sections for the Diagnosis of Hirschsprung Disease.
United States & Canadian Academy of Pathology (USCAP) 113th Annual Meeting, March 23-28, 2024, Baltimore, Maryland. Abstract # 1499 in Laboratory Investigation 104 (Suppl 1): S1874-S1875, 2024
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Ki-67 Decision Support Algorithm for Pathology Residents.
20th European Congress on Digital Pathology (ECDP2024), June 5-8, 2024, Vilnius, Lithuania
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Securing patient data in clinical pathology: integrated deidentification workflow.
Pathology Visions 2024 - Digital Pathology Association (DPA 24), November 3-5, 2024, Orlando, FL.
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Image Registration Tool for Histological Images.
1st Annual Congress of the Asian Society of Pathology 2024 - Asian Society of Pathology (ASDP 2024), October 4, 2024, Seoul, Korea.
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Deep Learning for Breast Cancer: Semantic Segmentation of Invasive Regions in Whole Slide Images.
Pathology Visions 2024 - Digital Pathology Association (DPA 24), November 3-5, 2024, Orlando, FL.
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A Two-Stage Approach for Breast Cancer Lymph Node Metastasis Detection.
Pathology Visions 2024 - Digital Pathology Association (DPA 24), November 3-5, 2024, Orlando, FL.
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Laboratory Investigation, 105(3). USCAP 2025
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Laboratory Investigation, 105(3). USCAP 2025
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Evaluating a Prostate Tumor Detection Algorithm Across Tru-cut, TUR, and HoLEP Biopsies.
Laboratory Investigation, 105(3). USCAP 2025
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Evaluating the Performance of a Prostate Tumor Detection Algorithm.
Laboratory Investigation, 105(3). USCAP 2025
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Transitioning to a Paperless Pathology Workflow.
ECDP 2025
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Comparative Analysis of State of the Art Extractive Question Answering Model for Histopathology Report Information Extraction.
ECDP 2025
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Automated Invasive Area Detection Algorithm for Breast Cancer.
ECDP 2025
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Algorithm-Assisted Evaluation Improves Consistency in Mitotic Counts, Ki-67 Scoring, and Grading in Gastroenteropancreatic Neuroendocrine Neoplasms: A Comparative Study.
ECDP 2025
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Novel AI Model for Soft Tissue Sarcoma Prognostication Using Automated Quantitative Mitotic Counts and Clinical Parameters.
Pathology visions 2025
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Algorithm-Aided Reclassification of HER2 IHC 0 Cases.
ASDP 2025
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Cross-Domain Validation of an AI-Based Mitotic Counting Algorithm in Sarcomas and Melanomas.
USCAP 2026
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Comparison of Manual and Automated Ki-67 Proliferation Index Assessment in Pancreatic Neuroendocrine Neoplasms.
USCAP 2026
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Impact of Algorithm Assisted Scoring on Pathologist Concordance in PD-L1 Immunohistochemistry of Urothelial Carcinoma.
USCAP 2026
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Performance of an AI Algorithm for Detecting Sentinel Lymph-Node Metastasis in Breast Cancer: High Specificity with Limited Micrometastasis Sensitivity.
ECDP 2026
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Algorithm-Based Reclassification of HER2 IHC 0 Breast Carcinomas.
ECDP 2026
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Artificial intelligence algorithm to improve image quality of frozen sections: a validation study from a tertiary cancer centre in Indi.
ASDP 2025
Book chapters
in: Diagnostic Biomedical Signal and Image Processing Applications With Deep Learning Methods, Elsevier Science, May 2023
Papers presented at national conferences
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IEEE 25th Signal Processing and Communications Applications (SIU), Antalya, Turkey, May 15-18, 2017
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Segmentation of the main structures in Hematoxylin and Eosin images.
IEEE 26th Signal Processing and Communications Applications (SIU), Izmir, Turkey, May 2-5, 2018
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IEEE 26th Signal Processing and Communications Applications (SIU), Izmir, Turkey, May 2-5, 2018
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29.Ulusal Patoloji Kongresi, Trabzon, Turkey, October 23-26, 2019
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IEEE 28th Signal Processing and Communications Applications (SIU), Gaziantep, Turkey, October 5-7, 2020
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Nuclei Detection on Breast Cancer Histopathology Images Using RetinaNet.
IEEE 29th Signal Processing and Communications Applications (SIU), Istanbul, Turkey, June 9-11, 2021
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Gastrointestinal Traktus Nöroendokrin Neoplazilerinde Ki-67 Proliferasyon İndeksinin Hesaplanmasının Optimizasyonu.
30. Ulusal Patoloji Kongresi, Online, May 20-23, 2021
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Patolojinin Çok Bilinmeyenli Denklemi: Konvansiyonel Ve Dijital İntraoperatif Konsültasyon ile Kalıcı Kesitlerin Uyumu.
31. Ulusal Patoloji Kongresi, Izmir, Turkey, October 26-30, 2022
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Tümör Kapsül Kalınlığı Enkapsüle Tiroid Neoplazmlarında Tanıya Yardımcı Bir Bulgu Mudur?
31. Ulusal Patoloji Kongresi, Izmir, Turkey, October 26-30, 2022
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Genomik Çağda Dijital Kas Patolojisi.
32. Ulusal Patoloji Kongresi, Antalya, Turkey, October 25-29, 2023
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Sanal Boyama: Yapay Zekâ İle Hematoksilen-Eozinden Sanal Olarak Histokimyasal Boyalara Dönüşüm.
32. Ulusal Patoloji Kongresi, Antalya, Turkey, October 25-29, 2023
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Hirschsprung Hastalığının İntraoperatif Tanısında Yapay Zekâ Desteği.
32. Ulusal Patoloji Kongresi, Antalya, Turkey, October 25-29, 2023
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Mitoz Sayım Programı Agnostik midir?
33. Ulusal Patoloji Kongresi, Antalya, Turkey, November 12-16, 2024