Publications

Articles

Detecting audio splicing forgery: A noise-robust approach with Swin Transformer and cochleagram

GÜLSOY T., KANCA GÜLSOY E., Ustubioglu A., ÜSTÜBİOĞLU B., BAYKAL KABLAN E., AYAS S., et al.

JOURNAL OF INFORMATION SECURITY AND APPLICATIONS, vol.93, 2025 (SCI-Expanded, Scopus)

Enhancing the adversarial robustness in medical image classification: exploring adversarial machine learning with vision transformers-based models

Kanca E., Ayas S., Baykal Kablan E., Ekinci M.

NEURAL COMPUTING AND APPLICATIONS, vol.36, pp.1-19, 2025 (SCI-Expanded, Scopus)

Evaluating and enhancing the robustness of vision transformers against adversarial attacks in medical imaging

KANCA GÜLSOY E., AYAS S., BAYKAL KABLAN E., EKİNCİ M.

MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, vol.63, pp.673-690, 2025 (SCI-Expanded, Scopus) Sustainable Development

FocalNeXt: A ConvNeXt augmented FocalNet architecture for lung cancer classification from CT-scan images

GÜLSOY T., BAYKAL KABLAN E.

EXPERT SYSTEMS WITH APPLICATIONS, vol.261, 2025 (SCI-Expanded, Scopus) Sustainable Development

Investigation of The Performance of Yolov5 Models In The Detection and Classification of Shoulder Implants Using X-Ray Images

Kablan E. B.

Dokuz Eylül Üniversitesi Mühendislik Fakültesi Fen ve Mühendislik Dergisi, vol.27, no.79, pp.99-109, 2025 (TRDizin)

Analysis of Data Augmentation Methods for Aortic Valve Calcification Segmentation in Echocardiographic Images

KABLAN E. B.

Karadeniz Fen Bilimleri Dergisi, vol.14, no.3, pp.1640-1653, 2024 (TRDizin)

Skin lesion classification from dermoscopy images using ensemble learning of ConvNeXt models

BAYKAL KABLAN E., AYAS S.

Signal, Image and Video Processing, vol.18, no.8-9, pp.6353-6361, 2024 (SCI-Expanded, Scopus)

AVD-YOLOv5: a new lightweight network architecture for high-speed aortic valve detection from a new and large echocardiography dataset

Çakır M., Ekinci M., Kablan E., Şahin M.

MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, vol.62, no.8, pp.2511-2528, 2024 (SCI-Expanded, Scopus) Sustainable Development

StainSWIN: Vision transformer-based stain normalization for histopathology image analysis

BAYKAL KABLAN E., AYAS S.

Engineering Applications of Artificial Intelligence, vol.133, 2024 (SCI-Expanded, Scopus)

Regional realness-aware generative adversarial networks for stain normalization

BAYKAL KABLAN E.

Neural Computing and Applications, vol.35, no.24, pp.17915-17927, 2023 (SCI-Expanded, Scopus)

Multiclass skin lesion classification in dermoscopic images using swin transformer model

AYAS S.

Neural Computing and Applications, vol.35, no.9, pp.6713-6722, 2023 (SCI-Expanded, Scopus)

Ensemble Methods-Based Melanoma Classification in Imbalanced Datasets

Kanca E., Ayas S.

Karadeniz Fen Bilimleri Dergisi, vol.12, no.2, pp.1122-1137, 2022 (TRDizin)

SpectralSWIN: a spectral-swin transformer network for hyperspectral image classification

AYAS S., Tunc-Gormus E.

INTERNATIONAL JOURNAL OF REMOTE SENSING, vol.43, no.11, pp.4025-4044, 2022 (SCI-Expanded, Scopus)

Microscopic image super resolution using deep convolutional neural networks

AYAS S., EKİNCİ M.

MULTIMEDIA TOOLS AND APPLICATIONS, vol.79, pp.15397-15415, 2020 (SCI-Expanded, Scopus)

Single image super resolution based on sparse representation using discrete wavelet transform

AYAS S., EKİNCİ M.

MULTIMEDIA TOOLS AND APPLICATIONS, vol.77, no.13, pp.16685-16698, 2018 (SCI-Expanded, Scopus)

Random forest-based tuberculosis bacteria classification in images of ZN-stained sputum smear samples

AYAS S., EKİNCİ M.

SIGNAL IMAGE AND VIDEO PROCESSING, vol.8, 2014 (SCI-Expanded, Scopus) Sustainable Development

Papers Published in Refereed Scientific Meetings

An Ensemble of Fully Convolutional Neural Networks for Automatic Skin Lesion Segmentation

Kanca E., AYAS S.

Medical Technologies Congress (TIPTEKNO), Antalya, Turkey, 31 October - 02 November 2022, (Full Text)

Diagnosis of lung cancer based on CT scans using Vision Transformers

GÜLSOY T., Kablan E. B.

14th International Conference on Electrical and Electronics Engineering, ELECO 2023, Virtual, Bursa, Turkey, 30 November - 02 December 2023, (Full Text) Sustainable Development

Deep Learning-Based Automatic Detection of Aortic Valve on Echocardiographic Images

Çakır M., Ekinci M., Baykal Kablan E., Şahin M.

2023 31st Signal Processing and Communications Applications Conference (SIU), İstanbul, Turkey, 5 - 08 July 2023, pp.1-4, (Full Text)

Learning Based Single Image Super Resolution Using Discrete Wavelet Transform

AYAS S., EKİNCİ M.

17th International Conference on Computer Analysis of Images and Patterns (CAIP), Ystad, Sweden, 22 - 24 August 2017, vol.10425, pp.462-472, (Full Text)

Learning Hand-Crafted Features for K-NN based Skin Disease Classification

KANCA E., AYAS S.

2022 International Congress on Human-Computer Interaction, Optimization and Robotic Applications (HORA), Ankara, Turkey, 9 - 11 June 2022, pp.1-4, (Full Text)

Tüberküloz Bakterilerinin Tespiti Amacıyla Ateşböceği Algoritmasına Dayalı Mikroskobik İmgelerin Bölütlenmesi

AYAS S., DOĞAN H., GEDİKLİ E., EKİNCİ M.

IEEE 23. Sinyal İşleme ve İletişim Uygulamaları Kurultayı, Malatya, Turkey, 16 - 19 May 2015, pp.1-4, (Full Text) Sustainable Development

Çok Ölçekli ve Çok Yönlü Özellik Tanımlayıcısı Kullanarak Yeni Bir Seyrek Gösterim Tabanlı Süper Çözünürlük Yaklaşımı

AYAS S., EKİNCİ M.

26. IEEE Sinyal İşleme ve İletişim Uygulamaları Kurultayı, İzmir, Turkey, 2 - 05 May 2018, pp.1-4, (Full Text)

Automatic segmentation of mycobacterium tuberculosis in ziehl-neelsen sputum slide images using support vector machines

AYAS S., EKİNCİ M.

IASTED International Conference on Biomedical Engineering, BioMed 2014, Zürich, Switzerland, 23 - 25 June 2014, pp.228-232, (Full Text) Sustainable Development

Öğrenilmiş Sözlük Üzerinden Seyrek Gösterim Aracılığıyla Yeni Bir Pan Keskinleştirme Yöntemi

AYAS S., TUNÇ GÖRMÜŞ E., EKİNCİ M.

26. IEEE Sinyal İşleme ve İletişim Uygulamaları Kurultayı, İzmir, Turkey, 2 - 05 May 2018, pp.1-4, (Full Text)

Parasite Classification in Biomedical Imaging Utilizing Vision Mamba

YURDUSEVER K. C., Kablan E. B., AYAS S.

9th International Symposium on Innovative Approaches in Smart Technologies, ISAS 2025, Gaziantep, Turkey, 27 - 28 June 2025, (Full Text)

Performance Comparison of Vision Transformer-Based Models in Medical Image Classification

Kanca E., Ayas S., Baykal Kablan E., Ekinci M.

31. IEEE Sinyal İşleme ve İletişim Uygulamaları Kurultayı, İstanbul, Turkey, 5 - 08 July 2023, pp.1-4, (Full Text)

Generating Robust Adversarial Images in Medical Image Classification using GANs

Kanca E., Gülsoy T., Ayas S., Baykal Kablan E.

2024 Innovations in Intelligent Systems and Applications Conference (ASYU), Ankara, Turkey, 16 - 18 October 2024, pp.1-5, (Full Text)

Remote Sensing Scene Image Classification with Swin Transformer-Based Transfer Learning

Kanca Gülsoy E., Gülsoy T., Baykal Kablan E., Ayas S.

2025 9th International Symposium on Innovative Approaches in Smart Technologies (ISAS), Gaziantep, Turkey, 27 - 28 June 2025, pp.1-6, (Full Text)

Robust Vision Transformer Model Against Adversarial Attacks in Medical Image Classification

Kanca E., Gülsoy T., Ayas S., Baykal Kablan E.

2024 47th International Conference on Telecommunications and Signal Processing (TSP), Praha, Czech Republic, 10 - 12 July 2024, pp.1-5, (Full Text)

Deep Learning-Based Audio Splicing Forgery Detection Using PVTv2 Transformer

Kanca E., Gülsoy T., Üstübioğlu A., Üstübioğlu B., Ayas S., Baykal Kablan E., et al.

2024 Innovations in Intelligent Systems and Applications Conference (ASYU), Ankara, Turkey, 16 - 18 October 2024, pp.1-5, (Full Text)

Implementation of Fast Gradient Sign Adversarial Attack on Vision Transformer Model and Development of Defense Mechanism in Classification of Dermoscopy Images

Kanca E., Ayas S., Baykal Kablan E., Ekinci M.

31. IEEE Sinyal İşleme ve İletişim Uygulamaları Kurultayı, İstanbul, Turkey, 5 - 08 July 2023, pp.1-4, (Full Text)

Applied Artificial Intelligence

Publications

Articles

Detecting audio splicing forgery: A noise-robust approach with Swin Transformer and cochleagram

Enhancing the adversarial robustness in medical image classification: exploring adversarial machine learning with vision transformers-based models

Evaluating and enhancing the robustness of vision transformers against adversarial attacks in medical imaging

FocalNeXt: A ConvNeXt augmented FocalNet architecture for lung cancer classification from CT-scan images

Investigation of The Performance of Yolov5 Models In The Detection and Classification of Shoulder Implants Using X-Ray Images

Analysis of Data Augmentation Methods for Aortic Valve Calcification Segmentation in Echocardiographic Images

Skin lesion classification from dermoscopy images using ensemble learning of ConvNeXt models

AVD-YOLOv5: a new lightweight network architecture for high-speed aortic valve detection from a new and large echocardiography dataset

StainSWIN: Vision transformer-based stain normalization for histopathology image analysis

Regional realness-aware generative adversarial networks for stain normalization

Multiclass skin lesion classification in dermoscopic images using swin transformer model

Ensemble Methods-Based Melanoma Classification in Imbalanced Datasets

SpectralSWIN: a spectral-swin transformer network for hyperspectral image classification

Microscopic image super resolution using deep convolutional neural networks

Single image super resolution based on sparse representation using discrete wavelet transform

Random forest-based tuberculosis bacteria classification in images of ZN-stained sputum smear samples

Papers Published in Refereed Scientific Meetings

An Ensemble of Fully Convolutional Neural Networks for Automatic Skin Lesion Segmentation

Diagnosis of lung cancer based on CT scans using Vision Transformers

Deep Learning-Based Automatic Detection of Aortic Valve on Echocardiographic Images

Learning Based Single Image Super Resolution Using Discrete Wavelet Transform

Learning Hand-Crafted Features for K-NN based Skin Disease Classification

Tüberküloz Bakterilerinin Tespiti Amacıyla Ateşböceği Algoritmasına Dayalı Mikroskobik İmgelerin Bölütlenmesi

Çok Ölçekli ve Çok Yönlü Özellik Tanımlayıcısı Kullanarak Yeni Bir Seyrek Gösterim Tabanlı Süper Çözünürlük Yaklaşımı

Automatic segmentation of mycobacterium tuberculosis in ziehl-neelsen sputum slide images using support vector machines

Öğrenilmiş Sözlük Üzerinden Seyrek Gösterim Aracılığıyla Yeni Bir Pan Keskinleştirme Yöntemi

Parasite Classification in Biomedical Imaging Utilizing Vision Mamba

Performance Comparison of Vision Transformer-Based Models in Medical Image Classification

Generating Robust Adversarial Images in Medical Image Classification using GANs

Remote Sensing Scene Image Classification with Swin Transformer-Based Transfer Learning

Robust Vision Transformer Model Against Adversarial Attacks in Medical Image Classification

Deep Learning-Based Audio Splicing Forgery Detection Using PVTv2 Transformer

Implementation of Fast Gradient Sign Adversarial Attack on Vision Transformer Model and Development of Defense Mechanism in Classification of Dermoscopy Images

Classification of Skin Lesions from Dermoscopic Images using CoAtNet

Automated Aortic Valve Calcific Area Segmentation in Echocardiography Images Using Fully Convolutional Neural Networks

Automatic Botox Injection Points Detection Based on Deep Learning

Advancing Colorectal Polyp Detection and Segmentation Through YOLOv11 Architecture