| Faculty of Engineering and Natural Sciences

Berrin Yanıkoğlu Faculty of Engineering and Natural Sciences Faculty Member (216) 483 9528 berrinyanikoglusabanciunivedu

Personal Web

http://myweb.sabanciuniv.edu/berrin/

Jobs

Faculty Member

Education

Galatasaray Highschool (1983).

B.E. in Computer Engineering and B.A. in Mathematics, Bosphorous University, 1988.

M.S. and PhD from Dartmouth College, USA (1993).

Areas of Interest

Computer vision & Machine learning: biometrics, image understanding, NLP applications

Memberships

IEEE

Beken Fikri, Figen and Oflazer, Kemal and Yanıkoğlu, Berrin (2024) "Abstractive summarization with deep reinforcement learning using semantic similarity rewards", Natural Language Engineering, Vol.30, No.3, 554-576 (SCI, SSCI, AHCI)

Ozer, Erdener and Bilecen, Ali Enver and Özer, Nur Başak and Yanıkoğlu, Berrin (2023) "Intraoperative cytological diagnosis of brain tumours: a preliminary study using a deep learning model", Cytopathology, Vol.34, No.2, 113-119 (SCI)

Üzen, Hüseyin and Türkoğlu, Muammer and Yanıkoğlu, Berrin and Hanbay, Davut (2022) "Swin-MFINet: swin transformer based multi-feature integration network for detection of pixel-level surface defects", Expert Systems with Applications, Vol.209 (SCI)

Akcan, Aysu and Taşdemir, Esma Fatıma Bilgin and Kızılırmak, Fırat and Kuru, Mehmet and Öncel, Fatma and Yanıkoğlu, Berrin (2022) "Akis: transcription software of Ottoman-Turkish texts using deep learning", Journal of the Ottoman and Turkish Studies Association, Vol.9, No.2, 43-48 (NA)

Ali Ahmed, Sara Atito and Yavuz, Mehmet Can and Şen, Mehmet Umut and Gülşen, Fatih and Tutar, Onur and Korkmazer, Bora and Samancı, Cesur and Şirolu, Sabri and Hamid, Rauf and Eryürekli, Ali Ergun and Mammadov, Toghrul and Yanıkoğlu, Berrin (2022) "Comparison and ensemble of 2D and 3D approaches for COVID-19 detection in CT images", Neurocomputing, Vol.488, 457-469 (SCI)

Turkoglu, Muammer and Yanıkoğlu, Berrin and Hanbay, Davut (2022) "PlantDiseaseNet: convolutional neural network ensemble for plant disease and pest detection", Signal, Image and Video Processing, Vol.16, No.2, 301-309 (SCI)

Şen, Mehmet Umut and Perez-Rosas, Veronica and Yanıkoğlu, Berrin and Abouelenien, Mohamed and Burzo, Mihai and Mihalcea, Rada (2022) "Multimodal deception detection using real-life trial data", IEEE Transactions on Affective Computing, Vol.13, No.1, 306-319 (SCI, SSCI)

Ali Ahmed, Sara Atito and Zor, Cemre and Awais, Muhammad and Yanıkoğlu, Berrin and Kittler, Josef (2021) "Deep convolutional neural network ensembles using ECOC", IEEE Access, Vol.9, 86083-86095 (SCI)

Bilgin Taşdemir, Esma Fatıma and Yanıkoğlu, Berrin (2019) "A comparative study of delayed stroke handling approaches in online handwriting", International Journal on Document Analysis and Recognition, Vol.22, No.1, 15-28 (SCI)

Bilgin Taşdemir, Esma Fatıma and Yanıkoğlu, Berrin (2018) "Large vocabulary recognition for online Turkish handwriting with sublexical units", Turkish Journal of Electrical Engineering and Computer Sciences, Vol.26, No.5, 2218-2233 (SCI)

Davari, Amirabbas and Aptoula, Erchan and Yanıkoğlu, Berrin and Maier, Andreas and Riess, Christian (2018) "GMM-based synthetic samples for classification of hyperspectral images with limited training data", IEEE Geoscience and Remote Sensing Letters, Vol.15, No.6, 942-946 (SCI)

Yanıkoğlu, Berrin and Göğüş, Aytaç and İnal, Ali Emre (2017) "Use of handwriting recognition technologies in tablet-based learning modules for first grade education", Educational Technology Research and Development, Vol.65, No.5, 1369-1388 (SSCI)

Mehdipour Ghazi, Mostafa and Yanıkoğlu, Berrin and Aptoula, Erchan (2017) "Plant identification using deep neural networks via optimization of transfer learning parameters", Neurocomputing, Vol.235, 228-235 (SCI)

Yıldız, Muhammet and Yanıkoğlu, Berrin and Kholmatov, Alisher Anatolyevich and Kanak, Alper and Uludağ, Umut and Erdoğan, Hakan (2017) "Biometric layering with fingerprints: template security and privacy through multi-biometric template fusion", Computer Journal, Vol.60, No.4, 573-587 (SCI)

Aptoula, Erchan and Özdemir, Murat Can and Yanıkoğlu, Berrin (2016) "Deep learning with attribute profiles for hyperspectral image classification", IEEE Geoscience and Remote Sensing Letters, Vol.13, No.12, 1970-1974 (SCI)

Dehkharghani, Rahim and Yanıkoğlu, Berrin and Saygın, Yücel and Oflazer, Kemal (2016) "Sentiment analysis in Turkish at different granularity levels". Published Online First http://dx.doi.org/10.1017/S1351324916000309

Dehkharghani, Rahim and Saygın, Yücel and Yanıkoğlu, Berrin and Oflazer, Kemal (2016) "SentiTurkNet: A Turkish polarity lexicon for sentiment analysis", Language Resources and Evaluation, Vol.50, No.3, 667-685 (SCI)

Yılmaz, Mustafa Berkay and Yanıkoğlu, Berrin (2016) "Score level fusion of classifiers in off-line signature verification". Published Online First http://dx.doi.org/10.1016/j.inffus.2016.02.003

Tırkaz, Çağlar and Eisenstein, Jacob and Sezgin, Metin T. and Yanıkoğlu, Berrin (2015) "Identifying visual attributes for object recognition from text and taxonomy", Computer Vision and Image Understanding, Vol.137, 12-23 (SCI)

Yanıkoğlu, Berrin and Aptoula, Erchan and Tırkaz, Çağlar (2014) "Automatic plant identification from photographs", Machine Vision and Applications, Vol.25, No.6, 1369-1383 (SCI)

Tırkaz, Çağlar and Yanıkoğlu, Berrin and Sezgin, T. Metin (2012) "Sketched symbol recognition with auto-completion", Pattern Recognition, Vol.45, No.11, 3926-3937 (SCI)

Houmani, N. and Mayoue, A. and Garcia-Salicetti, S. and Dorizzi, B. and Khalil, M. I. and Moustafa, M. N. and Abbas, H. and Muramatsu, D. and Yanıkoğlu, Berrin and Kholmatov, Alisher and Martinez-Diaz, M. and Fierrez, J. and Ortega-Garcia, J. and Roure Alcobe, J. and Fabregas, J. and Faundez-Zanuy, M. and Pascual-Gaspar, J. M. and Carednoso-Payo, V. and Vivaracho-Pascual, C. (2012) "BioSecure signature evaluation campaign (BSEC'2009): evaluating online signature algorithms depending on the quality of signatures", Pattern Recognition, Vol.45, No.3, 993-1003 (SCI)

Kebapcı, Hanife and Yanıkoğlu, Berrin and Ünal, Gözde (2011) "Plant image retrieval using color, shape and texture features", Computer Journal (SI), Vol.54, No.9, 1475-1490 (SCI)

Kholmatov, Alisher Anatolyevich and Yanıkoğlu, Berrin (2009) "SUSIG: an on-line signature database, associated protocols and benchmark results", Pattern Analysis & Applications, Vol.12, No.3, 227-236 (SCI)

Yanıkoğlu, Berrin and Kholmatov, Alisher (2009) "Online signature verification using fourier descriptors", EURASIP Journal on Advances in Signal Processing (SCI)

Kholmatov, Alisher Anatolyevich and Yanıkoğlu, Berrin (2006) "Biometric cryptosystem using online signatures", Lecture Notes in Computer Science, Vol.4263, 981-990 (SCI)

Kholmatov, Alisher Anatolyevich and Yanıkoğlu, Berrin (2005) "Identity authentication using improved online signature verification method", Pattern recognition letters, Vol.26, No.15, 2400-2408 (SCI)

Işık, Zerrin and Yanıkoğlu, Berrin and Sezerman, Uğur (2004) "Protein structural class determination using support vector machines", Lecture notes in computer science, Vol.3280, 82-89 (SCI)

Kholmatov, Alisher Anatolyevich and Yanıkoğlu, Berrin (2004) "Biometric authentication using online signatures", Lecture Notes in Computer Science, Vol.3280, 373-380 (SCI)

Yanıkoğlu, Berrin and Erman, Burak (2002) "Minimum energy configurations of the 2-dimensional HP-model of proteins by self-organizing networks", Journal of Computational Biology, Vol.9, No.4, 613-620 (SCI)

Yanıkoğlu, Berrin (2000) "Pitch-based segmentation and recognition of dot-matrix text", International Journal on Document Analysis and Recognition, Vol.3, No.1, 34-39 (NA)