Assoc. Prof. Tolga BAKIRMAN

Publication Network

Articles 30

1. Deep learning techniques for crack detection in St. Theodore Church, Cappadocia

Kilic A., ÖZATA Ş., KULAVUZ B., BAKIRMAN T., BAYRAM B.

Journal of Cultural Heritage , vol.80, pp.58-70, 2026 (SCI-Expanded, AHCI, Scopus)

2. A Systematic Review of Deep Learning Approaches for Building Extraction and Height Estimation Using Optical Remote Sensing

Susetyo D. B., BAKIRMAN T.

Photogrammetric Record , vol.41, no.195, 2026 (SCI-Expanded, Scopus)

3. Deep learning–based water body extraction using high-resolution RGB-UAV imagery: a case study on Horseshoe Island, Antarctica

Selbesoğlu M. O., KULAVUZ B., Hızal C., Günaydın E., KARABULUT M. F., BAKIRMAN T., et al.

Environmental Monitoring and Assessment , vol.198, no.7, 2026 (SCI-Expanded, Scopus)

4. Deep Learning Based Detection of Insect Damage in Forests Using UAV Imagery

Alkan E., Aydin A., BAYRAM B., BAKIRMAN T., KULAVUZ B.

Journal of the Indian Society of Remote Sensing , vol.54, no.6, pp.2555-2566, 2026 (SCI-Expanded, Scopus)

5. Generating Orthophotos from Curved Heritage Interiors Using Open-Source Photogrammetry: A Case Study of Saint Theodore Church, Cappadocia

Ipek T. Y., KULAVUZ B., ÖZATA Ş., BAKIRMAN T., BAYRAM B.

Studies in Conservation , vol.71, no.6, pp.531-547, 2026 (SCI-Expanded, AHCI, Scopus)

6. Exploring You Only Look Once v8 and v9 for efficient airplane detection in very high resolution remote sensing imagery

İlmak D., BAKIRMAN T., Sertel E.

Engineering Applications of Artificial Intelligence , vol.160, 2025 (SCI-Expanded, Scopus)

7. Deep Learning for Automated Sewer Defect Detection: Benchmarking YOLO and RT-DETR on the Istanbul Dataset

Oğurlu M., BAYRAM B., KULAVUZ B., BAKIRMAN T.

Applied Sciences (Switzerland) , vol.15, no.20, 2025 (SCI-Expanded, Scopus)

8. The Role of Ensemble Deep Learning for Building Extraction from VHR Imagery

Aslantas N., BAKIRMAN T., Selbesoğlu M. O., BAYRAM B.

International Journal of Engineering and Geosciences , vol.10, no.3, pp.352-363, 2025 (ESCI, Scopus) Sustainable Development

9. Temporal Dynamics of Lake Burdur’s Water Surface Area: A Two-Decade Remote Sensing Analysis and Future Forecasts

Erdem K. C., BAKIRMAN T., BAYRAM B.

Mersin Photogrammetry Journal , vol.7, no.1, pp.22-28, 2025 (Scopus) Sustainable Development

10. A COMPARATIVE STUDY OF DOUBLE-STEP DEEP LEARNING FRAMEWORK FOR BURNED AREA IDENTIFICATION AND SEVERITY ASSESSMENT IN WILDFIRES

YURDAKUL M. M., BAYRAM B., BAKIRMAN T., İLHAN H. O.

KSÜ Mühendislik Bilimleri Dergisi , vol.28, 2025 (TRDizin)

11. Stripe Error Correction for Landsat-7 Using Deep Learning

Adıyaman H., Emre Varul Y., BAKIRMAN T., BAYRAM B.

PFG - Journal of Photogrammetry, Remote Sensing and Geoinformation Science , vol.93, no.1, pp.51-63, 2025 (SCI-Expanded, Scopus) Sustainable Development

12. A benchmark dataset for deep learning-based airplane detection: HRPlanes

BAKİRMAN T., SERTEL E.

International Journal of Engineering and Geosciences , vol.8, no.3, pp.212-223, 2023 (ESCI, Scopus, TRDizin)

13. Renewable energy potential within the scope of existing research stations in Antarctica and a preliminary study on the Turkish Research Base

YİĞİT Ş., İŞİLER M., BAKİRMAN T., SELBESOĞLU M. O.

Niğde Ömer Halisdemir Üniversitesi Mühendislik Bilimleri Dergisi , vol.12, no.2, pp.420-431, 2023 (TRDizin)

14. Use of Artificial Intelligence Toward Climate-Neutral Cultural Heritage

BAKIRMAN T., Kulavuz B., BAYRAM B.

Photogrammetric Engineering and Remote Sensing , vol.89, no.3, pp.163-171, 2023 (SCI-Expanded, Scopus) Sustainable Development

15. Mapping of Glaciers on Horseshoe Island, Antarctic Peninsula, with Deep Learning Based on High-Resolution Orthophoto

Selbesoğlu M. O., BAKIRMAN T., Vassilev O., Ozsoy B.

Drones , vol.7, no.2, 2023 (SCI-Expanded, Scopus)

16. E-mail addresses: bakirman@yildiz.edu.tr (T. Bakirman), iremkomurcubm@gmail.com (I. Komurcu), sertele@itu.edu.tr (E. Sertel). 1 ORCID: 0000-0001-7828-9666 2 ORCID: 0000-0002-3233-1678 3 ORCID: 0000-0003-4854-494X

BAKIRMAN T., Komurcu I., Sertel E.

EXPERT SYSTEMS WITH APPLICATIONS , vol.202, 2022 (SCI-Expanded, Scopus) Sustainable Development

17. Development of sustainable wetland management strategies by using the analytical hierarchy process and web-based GIS: A case study from Turkey

BAKIRMAN T., GÜMÜŞAY M. Ü., Musaoğlu N., Tanık A. G.

TRANSACTIONS IN GIS , vol.26, no.3, pp.1589-1608, 2022 (SSCI, Scopus) Sustainable Development

18. Classification of Skin Lesion Images with Deep Learning Approaches

Bayram B., Kulavuz B., Ertugrul B., BAYRAM B., BAKIRMAN T., ÇAKAR T., et al.

BALTIC JOURNAL OF MODERN COMPUTING , vol.10, no.2, pp.241-250, 2022 (ESCI, Scopus)

19. Deep neural network approaches for detecting gastric polyps in endoscopic images

DURAK S., BAYRAM B., BAKIRMAN T., ERKUT M., Doğan M., GÜRTÜRK M., et al.

Medical and Biological Engineering and Computing , vol.59, pp.1563-1574, 2021 (SCI-Expanded, Scopus) Sustainable Development

20. Aktarımlı Öğrenme ile SENTINEL-2 Görüntülerinden Kıyı Çizgisi Bölütlemesi

Karagöl S., Bayram B., Erdem F., Bakırman T.

Aktarımlı Öğrenme ile SENTINEL-2 Görüntülerinden Kıyı Çizgisi Bölütlemesi , vol.3, no.1, pp.1-7, 2021 (Peer-Reviewed Journal) Sustainable Development

21. An ensemble deep learning based shoreline segmentation approach (WaterNet) from Landsat 8 OLI images

Erdem F., BAYRAM B., Bakirman T., BAYRAK O. C., AKPINAR B.

ADVANCES IN SPACE RESEARCH , vol.67, no.3, pp.964-974, 2021 (SCI-Expanded, Scopus) Sustainable Development

22. Implementation of ultra-light UAV systems for cultural heritage documentation

Bakirman T., Bayram B., Akpınar B., Karabulut M. F., Bayrak O. C., Yigitoglu A., et al.

JOURNAL OF CULTURAL HERITAGE , vol.44, pp.174-184, 2020 (SCI-Expanded, AHCI, Scopus)

23. INTEGRATION OF CUSTOM STREET VIEW AND LOW COST MOTION SENSOR

Bakirman T., GÜMÜŞAY M. Ü.

INTERNATIONAL JOURNAL OF ENGINEERING AND GEOSCIENCES , vol.5, no.2, pp.66-72, 2020 (ESCI, TRDizin)

24. A novel GIS-MCDA-based spatial habitat suitability model for Posidonia oceanica in the Mediterranean

Bakirman T., GÜMÜŞAY M. Ü.

ENVIRONMENTAL MONITORING AND ASSESSMENT , vol.192, no.4, 2020 (SCI-Expanded, Scopus) Sustainable Development

25. Assessment of Machine Learning Methods for Seagrass Classification in the Mediterranean

Bakirman T., Gumusay M. U.

BALTIC JOURNAL OF MODERN COMPUTING , vol.8, no.2, pp.315-326, 2020 (ESCI, Scopus)

26. A review of seagrass detection, mapping and monitoring applications using acoustic systems

Gümüşay M. Ü., Bakırman T., Tüney Kızılkaya İ., Aykut N. O.

European Journal of Remote Sensing , vol.52, pp.1-29, 2019 (SCI-Expanded, Scopus) Sustainable Development

27. Open Source Library-based 3D Face Point Cloud Generation

Bayram B., Ozkan T., Reis H. C., Bakırman T., Cetin I., Şeker D. Z.

CHIANG MAI JOURNAL OF SCIENCE , vol.45, pp.1875-1887, 2018 (SCI-Expanded, Scopus)

28. Comparison of low cost 3D structured light scanners for face modeling

Bakırman T., Gümüşay M. Ü., Reis H. C., Selbesoğlu M. O., Yosmaoglu S., Yaras M. C., et al.

Applied Optics , vol.56, pp.985-992, 2017 (SCI-Expanded, Scopus)

29. An assessment of site suitability for marina construction in Istanbul, Turkey, using GIS and AHP multicriteria decision analysis

Gümüşay M. Ü., Koseoglu G., Bakırman T.

ENVIRONMENTAL MONITORING AND ASSESSMENT , vol.188, 2016 (SCI-Expanded, Scopus) Sustainable Development

30. Yıldız Teknik Üniversitesi (YTÜ) Davutpaşa Kampüsü ÖSYM Salon Bilgi Sistemi

BAKIRMAN T., GÜMÜŞAY M. Ü.

hkm Jeodezi Jeoinformasyon Arazi Yönetimi , no.2011, pp.146-149, 2011 (Peer-Reviewed Journal)

Papers Presented at Peer-Reviewed Scientific Conferences 19

1. An Evaluation of Low-Cost GNSS-R Technique for The Precise Measurement of Water-Level Fluctuations Utilizing a Height Displacement Tool

Selbesoğlu M. O., KARABULUT M. F., Mutlu B., İşiler M., Günaydın Dag E., Arkalı M., et al.

10th International Conference on GeoInformation Advances, GeoAdvances 2025, Marrakech, Morocco, 29 - 30 May 2025, vol.48, pp.301-307, (Full Text)

2. Breast lesion detection from DCE-MRI using YOLOv7

KULAVUZ B., Cavusoglu M., BAYRAM B., BAKIRMAN T., Sahin S., Araz N., et al.

International Conference of Computational Methods in Sciences and Engineering 2022, ICCMSE 2022, Hybrid, Heraklion, Greece, 26 - 29 October 2022, vol.3030, (Full Text) Sustainable Development