Gorkem Polat

According to our database, Gorkem Polat authored at least 13 papers between 2018 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2025

Class distance weighted cross entropy loss for classification of disease severity.

Gorkem Polat, Ümit Mert Çaglar, Alptekin Temizel

Expert Syst. Appl., 2025

2023

ARFED: Attack-Resistant Federated averaging based on outlier elimination.

Ece Isik-Polat, Gorkem Polat, Altan Koçyigit

Future Gener. Comput. Syst., April, 2023

Ulcerative Colitis Mayo Endoscopic Scoring Classification with Active Learning and Generative Data Augmentation.

Ümit Mert Çaglar, Alperen Inci, Oguz Hanoglu, Görkem Polat, Alptekin Temizel

Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine, 2023

2022

Assessing generalisability of deep learning-based polyp detection and segmentation methods through a computer vision challenge.

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

CoRR, 2022

Class Distance Weighted Cross-Entropy Loss for Ulcerative Colitis Severity Estimation.

Gorkem Polat, Ilkay Ergenc, Haluk Tarik Kani, Yesim Ozen Alahdab, Ozlen Atug, Alptekin Temizel

Proceedings of the Medical Image Understanding and Analysis - 26th Annual Conference, 2022

2021

Deep learning for detection and segmentation of artefact and disease instances in gastrointestinal endoscopy.

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

Medical Image Anal., 2021

BARFED: Byzantine Attack-Resistant Federated Averaging Based on Outlier Elimination.

Ece Isik-Polat, Gorkem Polat, Altan Koçyigit

CoRR, 2021

Polyp Detection in Colonoscopy Images using DeepLearning and Bootstrap Aggregation.

Gorkem Polat, Ece Isik-Polat, Kerem Kayabay, Alptekin Temizel

Proceedings of the 3rd International Workshop and Challenge on Computer Vision in Endoscopy (EndoCV 2021) co-located with with the 18th IEEE International Symposium on Biomedical Imaging (ISBI 2021), 2021

Evaluation and Analysis of Different Aggregation and Hyperparameter Selection Methods for Federated Brain Tumor Segmentation.

Ece Isik-Polat, Gorkem Polat, Altan Koçyigit, Alptekin Temizel

Proceedings of the Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, 2021

2020

A translational pathway of deep learning methods in GastroIntestinal Endoscopy.

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

CoRR, 2020

Endoscopic Artefact Detection with Ensemble of Deep Neural Networks and False Positive Elimination.

Gorkem Polat, Deniz Sen, Alperen Inci, Alptekin Temizel

Proceedings of the 2nd International Workshop and Challenge on Computer Vision in Endoscopy, 2020

2018

False Positive Reduction in Lung Computed Tomography Images using Convolutional Neural Networks.

Gorkem Polat, Ugur Halici, Yesim Serinagaoglu Dogrusoz

CoRR, 2018

Effect of input size on the classification of lung nodules using convolutional neural networks.

Gorkem Polat, Yesim Serinagaoglu Dogrusoz, Ugur Halici

Proceedings of the 26th Signal Processing and Communications Applications Conference, 2018