DERGİLER (Journals)

1. *Akgul, Y. S., Kambhamettu, C., &
   Stone, M. (1999). Automatic extraction and tracking of the tongue
   contours. Medical Imaging, IEEE Transactions on, 18(10), 1035-1045.


2. Akgul, Y. S., & Kambhamettu, C.
   (2003). A coarse-to-fine deformable contour optimization framework.
   Pattern Analysis and Machine Intelligence, IEEE Transactions on, 25(2),
   174-186.


3. Vural, U., & Akgul, Y. (2006). A
   multiple graph cut based approach for stereo analysis. Pattern
   Recognition, 677-687.


4. Vural, U., & Akgul, Y. S. (2009).
   Eye-gaze based real-time surveillance video synopsis. Pattern Recognition
   Letters, 30(12), 1151-1159.


5. Candemir, S., & Akgül, Y. (2010).
   Adaptive regularization parameter for graph cut segmentation. Image
   Analysis and Recognition, 117-126.


6. Aydin, T., & Akgul, Y. S. (2010). An
   occlusion insensitive adaptive focus measurement method. Optics Express,
   18(13), 14212-14224.


7. Aydin, T., & Akgul, Y. S. (2010).
   Stereo depth estimation using synchronous optimization with segment based
   regularization. Pattern Recognition Letters, 31(15), 2389-2396.


8. Oktay, A., & Akgul, Y. (2011).
   Localization of the Lumbar discs using machine learning and exact
   probabilistic inference. Medical Image Computing and Computer-Assisted
   Intervention--MICCAI 2011, 158-165.


9. Candemir, S., & Akgul, Y. S. (2011).
   Statistical significance based graph cut regularization for medical image
   segmentation. Turkish Journal of Electrical Engineering and Computer
   Sciences.


10. Oktay, A. B., & Akgul, Y. S. (2011). A
    Modular Framework for Shape-and Image-prior-based Anatomical Structure
    Contour Extraction. Journal of Medical and Biological Engineering, 31(6),
    413-420.


11. Oktay, A. B., & Akgul, Y. S. (2013).
    Extraction of left ventricle borders with local and global priors from
    echocardiograms. Machine Vision and Applications, 24(7), 1393-1403.


12. Oktay, A. B., & Akgul, Y. S. (2013).
    Simultaneous localization of lumbar vertebrae and intervertebral discs
    with SVM-based MRF. IEEE Transactions on Biomedical Engineering, 60(9),
    2375-2383.


13. Oktay, A. B., Albayrak, N. B., &
    Akgul, Y. S. (2014). Computer aided diagnosis of degenerative
    intervertebral disc diseases from lumbar MR images. Computerized Medical
    Imaging and Graphics, 38(7), 613-619.


14. *Ar, I., & Akgul, Y. S. (2014). A
    computerized recognition system for the home-based physiotherapy exercises
    using an RGBD camera. IEEE Transactions on Neural Systems and
    Rehabilitation Engineering, 22(6), 1160-1171.


15. Yucer, S., & Akgul, Y. S. (2018). 3D
    Human Action Recognition with Siamese-LSTM Based Deep Metric Learning.
    Journal of Image and Graphics, 6(1), 21-26.


16. *Uzun, İ., Oktay, A. B., Sari, Z., &
    Akgul, Y. S. (2018). Technological approaches for joint rehabilitation.
    Journal of Exercise Therapy & Rehabilitation, 5.


17. *Arman, S. N., Tarakci, E., Tarakci, D.,
    Oktay, A. B., & Akgul, Y. S. (2018). Developing an objective
    measurement method with the Leap Motion sensor for hand and wrist's range
    of motion: Validity and reliability study. Journal of Exercise Therapy &
    Rehabilitation, 5.


18. Yucer, S., Tektas, F., Kilinc, M. V.,
    Kandemir, I., Celebi, H., Genc, Y., & Akgul, Y. S. (2020). RSSI-based
    outdoor localization with single unmanned aerial vehicle. arXiv preprint
    arXiv:2004.10083.


19. Serbetci, A., & Akgul, Y. S. (2020).
    End-to-End Training of CNN Ensembles for Person Re-Identification. Pattern
    Recognition.


20. *Keskin, Y., Atçı, A. G., Ürkmez, B.,
    Akgül, Y. S., Özaras, N., & Aydın, T. (2020). Efficacy of a
    video-based physical therapy and rehabilitation system in patients with
    post-stroke hemiplegia: A randomized, controlled, pilot study. Turkish
    Journal of Geriatrics, 23(1), 118-128.


21. *Arman, N., Oktay, A. B., Tarakci, D.,
    Tarakci, E., & Akgul, Y. S. (2021). The validity of an objective
    measurement method using the Leap Motion Controller for fingers wrist, and
    forearm ranges of motion. Hand Surgery and Rehabilitation, 40(4), 394-399.


22. Cetiner, M., & Akgul, Y. S. (2021).
    Automatic Precedent Legal Document Detection. Duzce University Journal of
    Science and Technology, 9(6), 83-94.


23. Albayrak, N. B., & Akgul, Y. S.
    (2022). Estimation of the Prostate Volume from Abdominal Ultrasound Images
    by Image-Patch Voting. Applied Sciences, 12(3), 1390.


24. Akay, A., & Akgul, Y. S. (2022). An
    End-to-End Stochastic Action and Visual Estimation System Towards
    Autonomous Teleoperation. IEEE Access.


25. Serbetci, A., & Akgul, Y. S. (2023).
    Regularizing Binary Neural Networks via Ensembling for Efficient Person
    Re-Identification. IEEE Access, 11, 59446-59455.


26. Dinç Aydemir, S., Akgul, Y. S., Özcan, B.,
    & Aksu, M. H. (2023). Uncovering Turkish Audit Firms' Transparency
    Report Textual Attributes Through Computer Based Approaches and Linking
    Them to Audit Quality. Available at SSRN 5054128.


27. *Aytutuldu, I., Genc, Y., & Akgul, Y.
    S. (2024). Audio-Only Phonetic Segment Classification Using Embeddings
    Learned From Audio and Ultrasound Tongue Imaging Data. IEEE/ACM
    Transactions on Audio, Speech, and Language Processing.


28. Aytutuldu, I., Yol, O., & Akgul, Y. S.
    (2025). Integrating LLMs for Grading and Appeal Resolution in Computer
    Science Education. arXiv preprint arXiv:2504.13557.


29. *Aytutuldu, G. K., Aytutuldu, İ., Olgun,
    T. B., & Akgul, Y. S. (2025). Technology in Physiotherapy: A
    Bibliometric Analysis of Artificial Intelligence in Physiotherapy and
    Rehabilitation. Online Turkish Journal of Health Sciences, 10(2), 145-152.


30. *Kaya Aytutuldu, G., Cavlak, U.,
    Aytutuldu, İ., Topal, E. E., & Akgül, Y. S. (2025). Discrimination of
    Normal Cognition Versus Mild Cognitive Impairment in Ambulatory Older
    Adults Using the 4-Square Step Test: A Machine Learning Approach. Journal
    of Geriatric Physical Therapy, 48(3), 125-137.

KİTAP BÖLÜMLERİ
(Book Chapters)

31.  
Kilinc,
M., & Akgul, Y. S. (2013). Automatic human age estimation using overlapped
age groups. In Computer Vision, Imaging and Computer Graphics. Theory and
Application (pp. 313-325). Springer, Berlin, Heidelberg.

1. *Barkana, D. E., Uzun, I., Tarakci, D.,
   Tarakci, E., Oktay, A. B., & Akgul, Y. S. (2024). Middle East region:
   Turkey. In Rehabilitation Robots for Neurorehabilitation in High-, Low-,
   and Middle-Income Countries (pp. 353-366). Academic Press.

DOKTORA TEZİ (PhD
Thesis)

33.  
Akgul, Y.
S. (2000). Spatiotemporal analysis of deformable contours. Citeseer.

PATENTLER (Patents)

34.  
Bachelder,
I., Akgul, Y., Morje, P., & Koljonen, J. (2003). Method and apparatus for
focusing an optical inspection system. US Patent 6,636,298.

1. Akgul, Y., Bachelder, I., Morje, P.,
   Koljonen, J., & Davis, J. (2006). Method for extracting features from
   an image using oriented filters. US Patent 6,983,065.


2. Akgul, Y., Bachelder, I., Wagman, A.,
   Davis, J., Koljonen, J., & Morje, P. (2007). Methods and apparatuses
   for detecting classifying and measuring spot defects in an image of an
   object. US Patent 7,162,073.


3. Akgul, Y. S., Vural, U., & Yildiz, A.
   O. (2011). Video Summary System. US Patent Application 12/728,172.


4. Akgül, Y. S., Özdemir, Ö. F., & Çolak,
   S. (2015). Stereo avuç içi damar tespit yöntemi ve bu yönteme uygun
   çalışan biyometrik kimlik tespit sistemi. TR Patent 2015-GE-492,249.


5. Ekici, C., Akgul, Y., & Devamlı, O. K.
   (2024). System and method for analyzing periodic task. US Patent
   US20240112466A1.

KONFERANSLAR
(Conference Proceedings)

40.  
*Akgul, Y.
S., Kambhamettu, C., & Stone, M. (1998). Extraction and tracking of the
tongue surface from ultrasound image sequences. In Computer Vision and Pattern
Recognition, 1998 (pp. 298-303). IEEE.

1. Akgul, Y., & Kambhamettu, C. (1999). A
   scale-space based approach for deformable contour optimization.
   Scale-Space Theories in Computer Vision, 410-421.


2. Aydin, T., & Akgul, Y. (2006). 3D
   structure recovery from stereo using synchronous optimization processes.
   BMVC06, p. III, 1179.


3. *Akgul, Y. S., Kambhamettu, C., &
   Stone, M. (1998). Analysis of the tongue surface movement using a
   spatiotemporally coherent deformable model. In Applications of Computer
   Vision, 1998. WACV'98 (pp. 109-114). IEEE.


4. *Akgul, Y. S., Kambhamettu, C., &
   Stone, M. (1998). Automatic motion analysis of the tongue surface from
   ultrasound image sequences. In Proceedings. Workshop on Biomedical Image
   Analysis (pp. 126-132). IEEE.


5. Akgul, Y. S., & Kambhamettu, C.
   (1999). Recovery and tracking of continuous 3d surfaces from stereo data
   using a deformable dual-mesh. In Computer Vision, 1999 (Vol. 2, pp.
   765-772). IEEE.


6. Akgul, Y. S., & Kambhamettu, C.
   (1999). A new multi-level framework for deformable contour optimization.
   In Computer Vision and Pattern Recognition, 1999 (Vol. 2). IEEE.


7. *Akgul, Y. S., Kambhamettu, C., &
   Stone, M. (2000). A task-specific contour tracker for ultrasound. In
   Mathematical Methods in Biomedical Image Analysis, 2000 (pp. 135-142).
   IEEE.


8. Akgul, Y. S., & Kambhamettu, C.
   (2005). Acoustic flow and its applications. In International Symposium on
   Computer and Information Sciences (pp. 646-655). Springer Berlin
   Heidelberg.


9. Iskurt, A., Candemir, S., & Akgul, Y.
   S. (2006). Identification of luminal and medial adventitial borders in
   intravascular ultrasound images using level sets. In International
   Symposium on Computer and Information Sciences (pp. 572-582). Springer Berlin
   Heidelberg.


10. Candemir, S., & Akgul, Y. S. (2007). A
    nonparametric statistical approach for stereo correspondence. In Computer
    and Information Sciences, 2007. ISCIS 2007 (pp. 1-6). IEEE.


11. Yildiz, A., & Akgul, Y. S. (2007). A
    multi-view camera system for the generation of real-time occlusion-free
    scene video. In Joint Pattern Recognition Symposium (pp. 62-71). Springer
    Berlin Heidelberg.


12. Aydin, T., & Akgul, Y. S. (2008). A
    new adaptive focus measure for shape from focus. In British Machine Vision
    Conference (BMVC 2008).


13. Oktay, A. B., & Akgul, Y. S. (2008). A
    novel level set based echocardiographic contour extraction method with
    prior knowledge. In British Mach. Vis. Conf.


14. Ar, I., & Akgul, Y. S. (2008). A
    generic system for the classification of marble tiles using Gabor filters.
    In 2008 23rd International Symposium on Computer and Information Sciences
    (pp. 1-6). IEEE.


15. Yildiz, A., Ozgur, A., & Akgul, Y. S.
    (2008). Fast non-linear video synopsis. In Computer and Information
    Sciences, 2008. ISCIS'08 (pp. 1-6). IEEE.


16. Oktay, A. B., & Akgul, Y. S. (2008).
    Prior information based segmentation: A 3D level set surface matching
    approach. In Computer and Information Sciences, 2008. ISCIS'08 (pp. 1-6).
    IEEE.


17. Kaleli, F., & Akgul, Y. S. (2009).
    Vision-based railroad track extraction using dynamic programming. In 2009
    12th International IEEE Conference on Intelligent Transportation Systems
    (pp. 1-6). IEEE.


18. Oktay, A. B., & Akgul, Y. S. (2009).
    Echocardiographic contour extraction with local and global priors through
    boosting and level sets. In Computer Vision and Pattern Recognition
    Workshops, 2009. CVPR Workshops 2009 (pp. 46-51). IEEE.


19. Aydin, T., & Akgul, Y. S. (2009). A
    stereo depth recovery method using layered representation of the Scene. In
    Joint Pattern Recognition Symposium (pp. 322-331). Springer Berlin
    Heidelberg.


20. Yildiz, A., & Akgul, Y. S. (2009). A
    gradient descent approximation for graph cuts. In Joint Pattern
    Recognition Symposium (pp. 312-321). Springer Berlin Heidelberg.


21. Oktay, A. B., & Akgul, Y. S. (2010).
    Locating cardiac walls with Adaboost and level sets. In Signal Processing
    and Communications Applications Conference (SIU), 2010 IEEE 18th (pp.
    503-506). IEEE.


22. Yildiz, A., & Akgul, Y. S. (2010). A
    fast method for tracking people with multiple cameras. In European
    Conference on Computer Vision (pp. 128-138). Springer Berlin Heidelberg.


23. Vural, U., & Akgul, Y. S. (2011).
    Operator attention based video surveillance. In Computer Vision Workshops
    (ICCV Workshops), 2011 IEEE International Conference on (pp. 1955-1962).
    IEEE.


24. Candemir, S., & Akgul, Y. S. (2011).
    Statistical significance based graph cut segmentation for shrinking bias.
    In International Conference Image Analysis and Recognition (pp. 304-313).
    Springer Berlin Heidelberg.


25. Yildiz, A., Akay, A., & Akgul, Y. S.
    (2011). Wii Remote calibration using the sensor bar. In CVPR 2011
    WORKSHOPS (pp. 7-12). IEEE.


26. Ar, I., & Akgul, Y. S. (2012). A
    framework for combined recognition of actions and objects. In
    International Conference on Computer Vision and Graphics (pp. 264-271).
    Springer Berlin Heidelberg.


27. Albayrak, N. B., Oktay, A. B., &
    Akgül, Y. S. (2012). Localization of intervertebral lumbar discs. In 2012
    20th Signal Processing and Communications Applications Conference (SIU)
    (pp. 1-4). IEEE.


28. Vural, U., Akay, A., & Akgül, Y. S.
    (2012). Reliability based graph-cuts algorithm for stereo. In 2012 20th
    Signal Processing and Communications Applications Conference (SIU) (pp.
    1-4). IEEE.


29. Vural, U., & Akgul, Y. S. (2012). A
    machine learning system for human-in-the-loop video surveillance. In
    Proceedings of the 21st International Conference on Pattern Recognition
    (ICPR2012) (pp. 1092-1095). IEEE.


30. *Ar, I., & Akgul, Y. S. (2012). A
    monitoring system for home-based physiotherapy exercises. In Computer and
    Information Sciences III: 27th International Symposium on Computer and
    Information Sciences (pp. 487-494). Springer London.


31. Candemir, S., Palaniappan, K., &
    Akgul, Y. S. (2013). Multi-class regularization parameter learning for
    graph cut image segmentation. In 2013 IEEE 10th International Symposium on
    Biomedical Imaging (pp. 1473-1476). IEEE.


32. Sayar, M. S., & Akgül, Y. S. (2013).
    Depth from moving apertures. In Information Sciences and Systems 2013:
    Proceedings of the 28th International Symposium on Computer and
    Information Sciences (pp. 189-197). Springer International Publishing
    Cham.


33. Oktay, A. B., Albayrak, N. B., &
    Akgul, Y. S. (2013). Desiccation detection from lumbar MR images. In 2013
    21st Signal Processing and Communications Applications Conference (SIU)
    (pp. 1-4). IEEE.


34. Ar, I., & Akgul, Y. S. (2013). Action
    recognition using random forest prediction with combined pose-based and
    motion-based features. In 2013 8th International Conference on Electrical
    and Electronics Engineering (ELECO) (pp. 315-319). IEEE.


35. Okur, B. Ç., Takçı, H., & Akgül, Y. S.
    (2013). Rewriting Turkish texts written in English alphabet using Turkish
    alphabet. In 2013 21st Signal Processing and Communications Applications
    Conference (SIU) (pp. 1-4). IEEE.


36. Çoker, M., & Akgül, Y. S. (2013).
    Classification and mass measurement of nuts using X-Ray images. In 2013
    21st Signal Processing and Communications Applications Conference (SIU)
    (pp. 1-4). IEEE.


37. Akay, A., & Akgul, Y. S. (2014). 3D
    Reconstruction with Mirrors and RGB-D Cameras. In 9th International
    Conference on Computer Vision Theory and Applications (VISAPP).


38. Kalyon, L. I., & Akgül, Y. S. (2014).
    Document table detection and analysis using projection scale space. In
    2014 22nd Signal Processing and Communications Applications Conference
    (SIU) (pp. 1319-1322). IEEE.


39. Aytaç, A. E., Aksoy, O., & Akgül, Y.
    S. (2014). Ship positioning by matching radar images and map data. In 2014
    22nd Signal Processing and Communications Applications Conference (SIU)
    (pp. 1423-1426). IEEE.


40. Cetiner, M., & Akgul, Y. S. (2014). A
    graphical model approach for multi-label classification. In Information
    Sciences and Systems 2014: Proceedings of the 29th International Symposium
    on Computer and Information Sciences (pp. 61-67). Springer International
    Publishing Cham.


41. Varol, G., Kuzu, R. S., & Akgiil, Y.
    S. (2014). Product placement detection based on image processing. In 2014
    22nd Signal Processing and Communications Applications Conference (SIU)
    (pp. 1031-1034). IEEE.


42. Nar, S., & Akgul, Y. S. (2015).
    Analysis of social media messages for disasters via semi supervised
    learning. In 2015 23nd Signal Processing and Communications Applications
    Conference (SIU) (pp. 1126-1129). IEEE.


43. Karakoç, N. S., Karahan, Ş., & Akgül,
    Y. S. (2015). Iterative estimation of the eye pupil center. In 2015 23nd
    Signal Processing and Communications Applications Conference (SIU) (pp.
    1086-1089). IEEE.


44. Unal, U. S., Unver, E., Karakaya, T.,
    & Akgul, Y. S. (2015). Invoice Content table analysis with feature
    fusion. In 2015 23nd Signal Processing and Communications Applications
    Conference (SIU) (pp. 2298-2301). IEEE.


45. Aslan, E., Karakaya, T., Unver, E., &
    Akgul, Y. S. (2015). An optimization approach for invoice image analysis.
    In 2015 23nd Signal Processing and Communications Applications Conference
    (SIU) (pp. 1130-1133). IEEE.


46. Coşkun, H., Yücer, Ş., Akay, A., &
    Akgül, Y. S. (2015). Learning based automated teleoperation system. In
    2015 23nd Signal Processing and Communications Applications Conference
    (SIU) (pp. 1240-1243). IEEE.


47. Karakoc, N. S., Karahan, S., & Akgul,
    Y. S. (2015). Regressor based estimation of the eye pupil center. In
    German Conference on Pattern Recognition (pp. 481-491). Springer
    International Publishing Cham.


48. Albayrak, N. B., Oktay, A. B., &
    Akgul, Y. S. (2015). Prostate detection from abdominal ultrasound images:
    A part based approach. In 2015 IEEE International Conference on Image
    Processing (ICIP) (pp. 1955-1959). IEEE.


49. Aslan, E., Karakaya, T., Unver, E., &
    Akgul, Y. S. (2016). A part based modeling approach for invoice parsing.
    In International Conference on Computer Vision Theory and Applications
    (Vol. 4, pp. 390-397). SCITEPRESS.


50. *Hacıoğlu, A., Özdemir, Ö. F., Şahin, A.
    K., & Akgül, Y. S. (2016). Augmented reality based wrist
    rehabilitation system. In 2016 24th Signal Processing and Communication
    Application Conference (SIU) (pp. 1869-1872). IEEE.


51. Karahan, Ş., & Akgül, Y. S. (2016).
    Eye detection by using deep learning. In 2016 24th Signal Processing and
    Communication Application Conference (SIU) (pp. 2145-2148). IEEE.


52. Özdemir, Ö. F., Çolak, S., & Akgül, Y.
    S. (2016). Regression based stereo palm vein extraction and identification
    system. In 2016 24th Signal Processing and Communication Application
    Conference (SIU) (pp. 1529-1532). IEEE.


53. Gökdağ, Ü., Akpınar, M. Y., & Akgül,
    Y. S. (2016). Planogram matching control in grocery products by image
    processing. In 2016 24th Signal Processing and Communication Application
    Conference (SIU) (pp. 1245-1248). IEEE.


54. Çolak, S., Özdemir, Ö. F., & Akgül, Y.
    S. (2016). A stereo camera system for palm vein biometrics. In 2016 24th
    Signal Processing and Communication Application Conference (SIU) (pp.
    1825-1828). IEEE.


55. Oktay, A. B., & Akgul, Y. S. (2016).
    Diagnosis of degenerative intervertebral disc disease with deep networks
    and SVM. In International Symposium on Computer and Information Sciences
    (pp. 253-261). Springer International Publishing Cham.


56. Albayrak, N. B., Oktay, A. B., &
    Akgül, Y. S. (2017). Prostate localization from abdominal ultrasound
    images by using a two-level approach. In 2017 25th Signal Processing and
    Communications Applications Conference (SIU) (pp. 1-4). IEEE.


57. Karakoç, N. S., Karahan, Ş., & Akgül,
    Y. S. (2017). Deep learning based estimation of the eye pupil center by
    using image patch classification. In 2017 25th Signal Processing and
    Communications Applications Conference (SIU) (pp. 1-4). IEEE.


58. Albayrak, N. B., Yildirim, E., &
    Akgul, Y. S. (2017). Prostate size inference from abdominal ultrasound
    images with patch based prior information. In International Conference on
    Advanced Concepts for Intelligent Vision Systems (pp. 249-259). Springer
    International Publishing Cham.


59. Dayioglugil, A. B., & Akgul, Y. S.
    (2017). Continuous embedding spaces for bank transaction data. In
    International Symposium on Methodologies for Intelligent Systems (pp.
    129-135). Springer International Publishing Cham.


60. *Kasapçopur, Ö., Tarakci, E., Akgül, Y.
    S., Tarakçı, D., & Arman, S. N. (2017). Çocuklarda üst ekstremite
    rehabilitasyonunda Leap Motion sensörü yardımı ile yapılan egzersizlerin
    etkinliğinin araştırılması.


61. Kiliç, M. M., & Akgül, Y. S. (2018).
    Ship location estimation from radar and optic images using metric
    learning. In 2018 26th Signal Processing and Communications Applications
    Conference (SIU) (pp. 1-4). IEEE.


62. *Aslan, E., Dumlu, N., & Akgül, Y. S.
    (2018). Tongue contour extraction from ultrasound images using image
    parts. In 2018 26th Signal Processing and Communications Applications
    Conference (SIU) (pp. 1-4). IEEE.


63. Al Nahas, A., Tunali, M. S., & Akgul,
    Y. S. (2019). Supervised text style transfer using neural machine
    translation: converting between old and modern Turkish as an example. In
    2019 27th Signal Processing and Communications Applications Conference (SIU)
    (pp. 1-4). IEEE.


64. *Aslan, E., & Akgul, Y. S. (2019).
    Tongue contour tracking in ultrasound images with spatiotemporal LSTM
    networks. In German Conference on Pattern Recognition (pp. 513-521).
    Springer International Publishing Cham.


65. Zeybel, M. K., & Akgül, Y. S. (2019).
    Identification and Localization of Lumbar Intervertebral Discs on MRI
    Images with Faster RCNN. In 2019 4th International Conference on Computer
    Science and Engineering (UBMK) (pp. 129-133). IEEE.


66. Almahdi, M. E., & Akgül, Y. S. (2019).
    Automatic Detection of Word Substitutions within a Language over Periods
    of Time. In 2019 4th International Conference on Computer Science and
    Engineering (UBMK) (pp. 478-481). IEEE.


67. Önder, M., & Akgül, Y. S. (2020).
    Automatic generation of matching clothes design using generative
    adversarial networks. In 2020 28th Signal Processing and Communications
    Applications Conference (SIU) (pp. 1-4). IEEE.


68. Zeybel, M., & Akgul, Y. S. (2020).
    Localization and Identification of Lumbar Intervertebral Discs on Spine MR
    Images with Faster RCNN Based Shortest Path Algorithm. In Annual
    Conference on Medical Image Understanding and Analysis (pp. 143-154).
    Springer International Publishing Cham.


69. Kalyon, M. S., & Akgul, Y. S. (2021).
    A two phase smart code editor. In 2021 3rd International Congress on
    Human-Computer Interaction, Optimization and Robotic Applications (HORA)
    (pp. 1-4). IEEE.


70. Serbetci, A., & Akgul, Y. S. (2021).
    Tree-Structured Binary Neural Networks. In 2021 29th Signal Processing and
    Communications Applications Conference (SIU) (pp. 1-4). IEEE.


71. Nalci, D., & Akgul, Y. S. (2022).
    Human action recognition with raw millimeter wave radar data. In 2022
    International Congress on Human-Computer Interaction, Optimization and
    Robotic Applications (HORA) (pp. 1-5). IEEE.


72. Erzurumlu, H. Y., & Akgul, Y. S.
    (2022). Adaptive Keyword Extraction Service for Turkish. In Proceedings of
    SAI Intelligent Systems Conference (pp. 495-506). Springer International
    Publishing Cham.


73. Dinç Aydemir, S., Akgul, Y. S., &
    Aksu, M. H. (2022). Model Averaging Prediction in the Financial Markets
    with Economic Policy Uncertainty. In Conference Proceedings (Abstract
    Book).


74. Özcan, B., Aydemir, S., & Akgül, Y. S.
    (2023). Analysis of Transparency Report Similarities of Audit Firms
    Through Plagiarism Detection Systems. In 2023 31st Signal Processing and
    Communications Applications Conference (SIU) (pp. 1-4). IEEE.


75. Acar, Ö., Coşkuner, Y., & Akgül, Y. S.
    (2024). Syllable-Based Context-Aware Sequence to Sequence Transformer
    Model for Turkish Diacritic Restoration. In 2024 32nd Signal Processing
    and Communications Applications Conference (SIU) (pp. 1-4). IEEE.


76. Yılmaz, E. B., Akgül, Y. S., & Tan, F.
    (2024). Architectural Works of the Early Republic Period from an
    Artificial Intelligence Perspective. In 2024 32nd Signal Processing and
    Communications Applications Conference (SIU) (pp. 1-4). IEEE.


77. Bilici, Z., Aytutuldu, I., Genc, Y., &
    Akgul, Y. S. (2024). mmWave Frequency Modulated Continuous Wave
    Radar-based Human Action Recognition. In 2024 32nd Signal Processing and
    Communications Applications Conference (SIU) (pp. 1-4). IEEE.


78. Özcan, B., Genç, Y., & Akgül, Y. S.
    (2024). Interpretable Algorithm for Diagnosing Myocardial Infarction from
    Electrocardiography Data. In 2024 32nd Signal Processing and
    Communications Applications Conference (SIU) (pp. 1-4). IEEE.


79. Cansever, N. M., & Akgül, Y. S.
    (2024). Estimating the Legal Basis from Court Files Using Deep Graph
    Methods. In 2024 Innovations in Intelligent Systems and Applications
    Conference (ASYU) (pp. 1-6). IEEE.


80. Aytutuldu, I., Bilici, Z., Genc, Y., &
    Akgul, Y. S. (2024). Indoor human counting based on range-Doppler spectrum
    in the presence of material penetration and occlusion. In 2024 6th
    International Conference on Communications, Signal Processing, and their
    Applications (ICCSPA) (pp. 1-5). IEEE.


81. *Dilek, B., Tavli, E. Y., Yaşar, E., Ocal,
    T., Çetinkaya, O., Zapała, D., Akbaş, S., Yılmaz, E., Hanoğlu, L., &
    Akgul, Y. S. (2024). The Impacts of Avatar Movements in Different
    Velocities on Users' Performances Related With Body Perception: Preliminary
    Results from a Novel Desktop Application. In 2024 Medical Technologies
    Congress (TIPTEKNO). IEEE Xplore.


82. *Dilek, B., Tavli, E. Y., Yilmaz, E.,
    Yaşar, E., Ocal, T., Çetinkaya, O., Akbaş, S., Hanoglu, L., & Akgul,
    Y. S. (2024). A Mobile Application Program that Configures Right-Left Hand
    Recognition According to the Degree of Mental Rotation Difficulty. In 2024
    Medical Technologies Congress (TIPTEKNO) (pp. 1-3). IEEE.


83. Atasever, O., Yeşilyurt, S., Akgül, Y. S.,
    & Aydemir, S. (2025). Information Extraction and Anomaly Detection
    from Turkish Financial Reports' Footnotes. In 2025 33rd Signal Processing
    and Communications Applications Conference (SIU) (pp. 1-4). IEEE.


84. İlhan, Ş., & Akgül, Y. S. (2025).
    Multi Label Ocular Disease Detection in Ophthalmological Images and
    Question Answering System on Health Data. In 2025 33rd Signal Processing
    and Communications Applications Conference (SIU) (pp. 1-4). IEEE.


85. Nalci, D., Acar, B., Gencer, B., Bilici,
    Z., & Akgül, Y. S. (2025). Person Re-Identification Using MmWave
    Radar. In 2025 33rd Signal Processing and Communications Applications
    Conference (SIU) (pp. 1-4). IEEE.


86. Karagöllü, S., Akgül, Y. S., & Yücel,
    Ö. (2025). Optimized AI Models for Gingiva Analysis and Real-Time Dental
    Segmentation on Mobile Devices. In 2025 Innovations in Intelligent Systems
    and Applications Conference (ASYU) (pp. 1-6). IEEE.


87. *Aytutuldu, I., Genc, Y., & Akgul, Y.
    S. (2025). Towards Radar-Driven Speech Therapy: Multimodal Training with
    Ultrasound, Audio, and Radar for Unimodal Phonetic Segment Classification.
    In International Workshop on Efficient Medical Artificial Intelligence
    (pp. 51-60). Springer Nature Switzerland Cham.


88. Yılmaz, E., Nalci, D., Kara, Y.,
    Saritoprak, B., Akgül, Y. S., & Çiftçi, Y. Ö. (2025). Real-Time
    Monitoring of Pepper Development Using Thermal Imaging-Based Deep Learning
    Methods. In 2025 Innovations in Intelligent Systems and Applications
    Conference (ASYU) (pp. 1-5). IEEE.

Ders Kodu	Ders Adı

<div>Doktora</span></div><div></span></div><div></span></div><div>2025</span>İLHAN AYTUTULDU</span>Multimodal learning for speech analysis with mmwave radar, ultrasound, and audio</span></div><div>Gebze Teknik Üniversitesi</span></div><div>2022</span>ABDULLAH AKAY</span>Stochastic action and scene estimation system for multi robot teleoperation environments</span></div><div>Gebze Teknik Üniversitesi</span></div><div>2022</span>NUR BANU ALBAYRAK</span>Automated estimation of the prostate volume from abdominal ultrasound images</span></div><div>Gebze Teknik Üniversitesi</span></div><div>2020</span>AYŞE ŞERBETÇİ TURAN</span>Person re-identification using novel regularization methods in deep networks</span></div><div>Gebze Teknik Üniversitesi</span></div><div>2015</span>İLKTAN AR</span>Fizik terapi egzersiz tiplerinin tanınması ve takip edilmesi için bir bilgisayarla görme yöntemi</span></div><div>Gebze Teknik Üniversitesi</span></div><div>2012</span>ULAŞ VURAL</span>Göz-bakışı tabanlı 3 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Teknik Üniversitesi</span></div><div>2014</span>MAHMUT SALİH SAYAR</span>Çoklu açıklıklı görüntülerden derinlik çıkarımı</span></div><div>Gebze Yüksek Teknoloji Enstitüsü</span></div><div>2013</span>EKİN EKİNCİ</span>Elektronik postaların adli analizinde yazar analizi tekniklerinin kullanılması</span></div><div>Gebze Yüksek Teknoloji Enstitüsü</span></div><div>2013</span>ŞAMİL KARAHAN</span>İşaretli gözlük sayesinde 3B göz bakış doğrultusunun kestirimi</span></div><div>Gebze Yüksek Teknoloji Enstitüsü</span></div><div>2013</span>BURAK ÇAĞRI OKUR</span>İngiliz alfabesi kullanılarak yazılmış Türkçe metinlerin Türk alfabesine göre yeniden oluşturulması</span></div><div>Gebze Yüksek Teknoloji Enstitüsü</span></div><div>2012</span>MERVE KILINÇ</span>Yüz resimlerinden yaş bilgisinin tespit edilmesi</span></div><div>Gebze Yüksek Teknoloji Enstitüsü</span></div><div>2009</span>ALPARSLAN ÖMER YILDIZ</span>Gerçek zamanlı kapanmasız görüntü üretimi için çok kameralı sistem</span></div><div>Gebze Yüksek Teknoloji Enstitüsü</span></div><div>2006</span>ULAŞ VURAL</span>3-B yapının form alan dış hatlar kullanılarak elde edilmesi</span></div><div>Gebze Yüksek Teknoloji Enstitüsü</span></div>

• Third Cycle (Doctoral): Ph.D. 2000, Department of Computer and Information Sciences, University of Delaware, USA
• Second Cycle (Master's): M.S. 1995, Department of Computer and Information Sciences, University of Delaware, USA
• First Cycle (Undergraduate): B.S. 1992, Department of Computer Engineering, Middle East Technical University, Turkey