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ORCIDGorkem Polat
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2020 – today
- 2023
[j2]Ece Isik-Polat
, Gorkem Polat, Altan Koçyigit:
ARFED: Attack-Resistant Federated averaging based on outlier elimination. Future Gener. Comput. Syst. 141: 626-650 (2023)- [c6]Ümit Mert Çaglar, Alperen Inci, Oguz Hanoglu, Görkem Polat, Alptekin Temizel:
Ulcerative Colitis Mayo Endoscopic Scoring Classification with Active Learning and Generative Data Augmentation. BIBM 2023: 462-467 - [i8]Ümit Mert Çaglar, Alperen Inci, Oguz Hanoglu, Görkem Polat, Alptekin Temizel:
Ulcerative Colitis Mayo Endoscopic Scoring Classification with Active Learning and Generative Data Augmentation. CoRR abs/2311.06057 (2023) - 2022
- [c5]Gorkem Polat, Ilkay Ergenc, Haluk Tarik Kani, Yesim Ozen Alahdab, Ozlen Atug, Alptekin Temizel:
Class Distance Weighted Cross-Entropy Loss for Ulcerative Colitis Severity Estimation. MIUA 2022: 157-171 - [i7]Gorkem Polat, Ilkay Ergenc, Haluk Tarik Kani, Yesim Ozen Alahdab, Ozlen Atug, Alptekin Temizel:
Class Distance Weighted Cross-Entropy Loss for Ulcerative Colitis Severity Estimation. CoRR abs/2202.05167 (2022) - [i6]Ece Isik-Polat, Gorkem Polat, Altan Koçyigit, Alptekin Temizel:
Evaluation and Analysis of Different Aggregation and Hyperparameter Selection Methods for Federated Brain Tumor Segmentation. CoRR abs/2202.08261 (2022) - [i5]Sharib Ali, Noha M. Ghatwary, Debesh Jha, Ece Isik-Polat, Gorkem Polat, Chen Yang, Wuyang Li, Adrian Galdran, Miguel Ángel González Ballester, Vajira Thambawita, Steven Hicks, Sahadev Poudel, Sang-Woong Lee, Ziyi Jin, Tianyuan Gan, ChengHui Yu, Jiangpeng Yan, Doyeob Yeo, Hyunseok Lee, Nikhil Kumar Tomar, Mahmood Haithami, Amr Ahmed, Michael A. Riegler, Christian Daul, Pål Halvorsen, Jens Rittscher, Osama E. Salem, Dominique Lamarque, Renato Cannizzaro, Stefano Realdon, Thomas de Lange, James E. East:
Assessing generalisability of deep learning-based polyp detection and segmentation methods through a computer vision challenge. CoRR abs/2202.12031 (2022) - 2021
- [j1]Sharib Ali, Mariia Dmitrieva, Noha M. Ghatwary, Sophia Bano, Gorkem Polat, Alptekin Temizel, Adrian Krenzer, Amar Hekalo, Yun Bo Guo, Bogdan J. Matuszewski, Mourad Gridach, Irina Voiculescu, Vishnusai Yoganand, Arnav Chavan, Aryan Raj, Nhan T. Nguyen, Dat Q. Tran, Lê Duy Huynh, Nicolas Boutry, Shahadate Rezvy, Haijian Chen, Yoon Ho Choi, Anand Subramanian, Velmurugan Balasubramanian, Xiaohong W. Gao, Hongyu Hu, Yusheng Liao, Danail Stoyanov, Christian Daul, Stefano Realdon, Renato Cannizzaro, Dominique Lamarque, Terry Tran-Nguyen, Adam Bailey, Barbara Braden, James E. East, Jens Rittscher:
Deep learning for detection and segmentation of artefact and disease instances in gastrointestinal endoscopy. Medical Image Anal. 70: 102002 (2021) - [c4]Ece Isik-Polat, Gorkem Polat, Altan Koçyigit, Alptekin Temizel:
Evaluation and Analysis of Different Aggregation and Hyperparameter Selection Methods for Federated Brain Tumor Segmentation. BrainLes@MICCAI (2) 2021: 405-419 - [c3]Gorkem Polat, Ece Isik-Polat, Kerem Kayabay, Alptekin Temizel:
Polyp Detection in Colonoscopy Images using DeepLearning and Bootstrap Aggregation. EndoCV@ISBI 2021: 90-100 - [i4]Gorkem Polat, Yesim Serinagaoglu Dogrusöz, Ugur Halici:
Effect of Input Size on the Classification of Lung Nodules Using Convolutional Neural Networks. CoRR abs/2107.05085 (2021) - [i3]Ece Isik-Polat, Gorkem Polat, Altan Koçyigit:
BARFED: Byzantine Attack-Resistant Federated Averaging Based on Outlier Elimination. CoRR abs/2111.04550 (2021) - 2020
- [c2]Gorkem Polat, Deniz Sen, Alperen Inci, Alptekin Temizel:
Endoscopic Artefact Detection with Ensemble of Deep Neural Networks and False Positive Elimination. EndoCV@ISBI 2020: 8-12 - [i2]Sharib Ali, Mariia Dmitrieva, Noha M. Ghatwary, Sophia Bano, Gorkem Polat, Alptekin Temizel, Adrian Krenzer, Amar Hekalo, Yun Bo Guo, Bogdan J. Matuszewski, Mourad Gridach, Irina Voiculescu, Vishnusai Yoganand, Arnav Chavan, Aryan Raj, Nhan T. Nguyen, Dat Q. Tran, Lê Duy Huynh, Nicolas Boutry, Shahadate Rezvy, Haijian Chen, Yoon Ho Choi, Anand Subramanian, Velmurugan Balasubramanian, Xiaohong W. Gao, Hongyu Hu, Yusheng Liao, Danail Stoyanov, Christian Daul, Stefano Realdon, Renato Cannizzaro, Dominique Lamarque, Terry Tran-Nguyen, Adam Bailey, Barbara Braden, James E. East, Jens Rittscher:
A translational pathway of deep learning methods in GastroIntestinal Endoscopy. CoRR abs/2010.06034 (2020)
2010 – 2019
- 2018
- [c1]Gorkem Polat, Yesim Serinagaoglu Dogrusoz, Ugur Halici:
Effect of input size on the classification of lung nodules using convolutional neural networks. SIU 2018: 1-4 - [i1]Gorkem Polat, Ugur Halici, Yesim Serinagaoglu Dogrusoz:
False Positive Reduction in Lung Computed Tomography Images using Convolutional Neural Networks. CoRR abs/1811.01424 (2018)
Coauthor Index
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