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Murat Seçkin Ayhan
Assistant Professor, Computing and Software Systems, University of Washington
Joined
March 2018
Names
Murat Seçkin Ayhan
(Preferred)
,
Murat Seckin Ayhan
Emails
****@gmail.com
(Confirmed)
,
****@uw.edu
(Confirmed)
Personal Links
Homepage
Google Scholar
DBLP
Career & Education History
Assistant Professor
Computing and Software Systems,
University of Washington
(uw.edu)
2025
–
Present
Postdoc
University College London
(ucl.ac.uk)
2022
–
2025
Postdoc
University of Tuebingen
(uni-tuebingen.de)
2017
–
2022
PhD student
University of Louisiana at Lafayette
(louisiana.edu)
2008
–
2015
Advisors, Relations & Conflicts
Postdoc Advisor
Pearse Keane
2022
–
2025
Postdoc Advisor
Daniel Alexander
2022
–
2025
Postdoc Advisor
Philipp Berens
2017
–
2022
PhD Advisor
Vijay Raghavan
2008
–
2015
Expertise
Machine learning
Present
Medical Image Analysis
Present
Publications
In-Context Learning for Data-Efficient Diabetic Retinopathy Detection via Multimodal Foundation Models
Murat Seçkin Ayhan
,
Ariel Yu Han Ong
,
Eden Ruffell
,
David Adrian Merle
,
Pearse A. Keane
Ophthalmology Science
Readers:
Everyone
Interpretable detection of epiretinal membrane from optical coherence tomography with deep neural networks
Murat Seçkin Ayhan
,
Philipp Berens
Scientific Reports
Readers:
Everyone
Development and validation of an AI algorithm to generate realistic and meaningful counterfactuals for retinal imaging based on diffusion models
Indu Ilanchezian
,
Valentyn Boreiko
,
Ziwei Huang
,
Murat Seçkin Ayhan
,
Matthias Hein
,
Lisa M. Koch
,
Philipp Berens
PLOS Digital Health
Readers:
Everyone
Multitask Learning for Activity Detection in Neovascular Age-Related Macular Degeneration
Murat Seçkin Ayhan
,
Hanna Faber
,
Philipp Berens
Translational Vision Science & Technology (TVST)
Readers:
Everyone
Natural Image Bases to Represent Neuroimaging Data
Murat Seçkin Ayhan
,
Anthony S. Maida
ICML 2013
Readers:
Everyone
A foundation model for generalizable disease detection from retinal images
Yukun Zhou
,
Murat Seçkin Ayhan
,
Andre Altmann
,
Aaron Lee
,
Daniel C. Alexander
,
Pearse A. Keane
Nature
Readers:
Everyone
Interpretable Gender Classification from Retinal Fundus Images Using BagNets
Indu Ilanchezian
,
Dmitry Kobak
,
Hanna Faber
,
Focke Ziemssen
,
Philipp Berens
,
Murat Seçkin Ayhan
09 Jan 2023
OpenReview Archive Direct Upload
Readers:
Everyone
Visual explanations for the detection of diabetic retinopathy from retinal fundus images
Valentyn Boreiko
,
Indu Ilanchezian
,
Murat Seçkin Ayhan
,
Sarah Müller
,
Lisa M. Koch
,
Hanna Faber
,
Philipp Berens
,
Matthias Hein
08 Jan 2023
OpenReview Archive Direct Upload
Readers:
Everyone
Co-Authors
Aaron Lee
Andre Altmann
Anthony S. Maida
Ariel Yu Han Ong
Daniel C. Alexander
David Adrian Merle
Dmitry Kobak
Eden Ruffell
Focke Ziemssen
Hanna Faber
Indu Ilanchezian
Lisa M. Koch
Matthias Hein
Pearse A. Keane
Philipp Berens
Sarah Müller
Valentyn Boreiko
Yukun Zhou
Ziwei Huang