602 citations · 816 across the 24 of their papers we have counts for
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Content-Based Medical Image Retrieval with Opponent Class Adaptive Margin Loss
Şaban Öztürk, Emin Celik, Tolga Cukur
Broadspread use of medical imaging devices with digital storage has paved the way for curation of substantial data repositories. Fast access to image samples with similar appearanc…
Unsupervised Simplification of Legal Texts
Mert Cemri, Tolga Çukur, Aykut Koç
The processing of legal texts has been developing as an emerging field in natural language processing (NLP). Legal texts contain unique jargon and complex linguistic attributes in…
COVID-19 Detection from Respiratory Sounds with Hierarchical Spectrogram Transformers
Idil Aytekin, Onat Dalmaz, Kaan Gonc +5
Monitoring of prevalent airborne diseases such as COVID-19 characteristically involves respiratory assessments. While auscultation is a mainstream method for preliminary screening…
BolT: Fused Window Transformers for fMRI Time Series Analysis
Hasan Atakan Bedel, Irmak Şıvgın, Onat Dalmaz +2
Deep-learning models have enabled performance leaps in analysis of high-dimensional functional MRI (fMRI) data. Yet, many previous methods are suboptimally sensitive for contextual…
Deep Clustering via Center-Oriented Margin Free-Triplet Loss for Skin Lesion Detection in Highly Imbalanced Datasets
Saban Ozturk, Tolga Cukur
Melanoma is a fatal skin cancer that is curable and has dramatically increasing survival rate when diagnosed at early stages. Learning-based methods hold significant promise for th…