Yazar "https://orcid.org/0000-0001-8762-7233" için listeleme
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Differential Evolution-Based Neural Architecture Search for Brain Vessel Segmentation
Kuş, Zeki; Kiraz, Berna; Göksu, Tuğçe Koçak; Aydın, Musa; Özkan, Esra; Vural, Atay; Kiraz, Alper; Can, Burhanettin (Elsevier, 2024)Brain vasculature analysis is critical in developing novel treatment targets for neurodegenerative diseases. Such an accurate analysis cannot be performed manually but requires a semi-automated or fully-automated approach. ... -
Novel Surrogate Measures Based on a Similarity Network for Neural Architecture Search
Kuş, Zeki; Akkan, Can; Gülcü, Ayla (IEEE, 2023)We propose two novel surrogate measures to predict the validation accuracy of the classification produced by a given neural architecture, thus eliminating the need to train it, in order to speed up neural architecture ... -
Triplet MAML for Few-shot Classification Problems
Gülcü, Ayla; Özkan, İsmail Taha Samed; Kuş, Zeki; Karakuş, Osman Furkan (Springer, 2023)In this study, we propose a TripletMAML algorithm as an extension to Model-Agnostic Meta-Learning (MAML) which is the most widely-used optimization-based meta-learning algorithm. We approach MAML from a metric-learning ...