Murat Seçkin Ayhan

A foundation model for generalizable disease detection from retinal images

Yukun Zhou, Mark A. Chia, Siegfried K. Wagner et al. · Nature · 2023 · 697 citations · Full text

Leveraging uncertainty information from deep neural networks for disease detection

Christian Leibig, Vaneeda Allken, Murat Seçkin Ayhan et al. · Scientific Reports · 2017 · 450 citations · Full text

Natural Image Bases to Represent Neuroimaging Data

Ashish Gupta, Murat Seçkin Ayhan, Anthony S. Maida · 2013 · 172 citations

Test-time Data Augmentation for Estimation of Heteroscedastic Aleatoric Uncertainty in Deep Neural Networks

Murat Seçkin Ayhan, Philipp Berens · 2018 · 133 citations

Data Augmentation, Deep Neural Networks, Engineering +12

Expert-validated estimation of diagnostic uncertainty for deep neural networks in diabetic retinopathy detection

Murat Seçkin Ayhan, Laura Kühlewein, Gulnar Aliyeva et al. · Medical Image Analysis · 2020 · 77 citations

Convolutional Neural Network, Deep Neural Networks, Image Analysis +13