Browsing by Author "Cukur, Tolga"
Now showing items 1-6 of 6
-
Content-based medical image retrieval with opponent class adaptive margin loss
Ozturk, Saban; Celik, Emin; Cukur, Tolga (Elsevier Science Inc, 2023)The increasing utilization of medical imaging technology with digital storage capabilities has facilitated the compilation of large-scale data repositories. Fast access to image samples with similar appearance to suspected ... -
Deep Clustering via Center-Oriented Margin Free-Triplet Loss for Skin Lesion Detection in Highly Imbalanced Datasets
Ozturk, Saban; Cukur, Tolga (Ieee-Inst Electrical Electronics Engineers Inc, 2022)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 the detection of melanoma from dermoscopic ... -
Focal Modulation Based End-to-End Multi-Label Classification for Chest X-ray Image Classification
Ozturk, Saban; Cukur, Tolga (Ieee, 2023)Chest X-ray imaging is of critical importance in order to effectively diagnose chest diseases, which are increasing today due to various environmental and hereditary factors. Although chest X-ray is the most commonly used ... -
Focal modulation network for lung segmentation in chest X-ray images
Ozturk, Saban; Cukur, Tolga (Tubitak Scientific & Technological Research Council Turkey, 2023)Segmentation of lung regions is of key importance for the automatic analysis of Chest X-Ray (CXR) images, which have a vital role in the detection of various pulmonary diseases. Precise identification of lung regions is ... -
Parallel-stream fusion of scan-specific and scan-general priors for learning deep MRI reconstruction in low-data regimes
Dar, Salman Ul Hassan; Oeztuerk, Saban; Oezbey, Muzaffer; Oguz, Kader Karli; Cukur, Tolga (Pergamon-Elsevier Science Ltd, 2023)Magnetic resonance imaging (MRI) is an essential diagnostic tool that suffers from prolonged scan times. Reconstruction methods can alleviate this limitation by recovering clinically usable images from accelerated acquisitions. ... -
Unsupervised Medical Image Translation With Adversarial Diffusion Models
Ozbey, Muzaffer; Dalmaz, Onat; Dar, Salman U. H.; Bedel, Hasan A.; Ozturk, Saban; Gungor, Alper; Cukur, Tolga (Ieee-Inst Electrical Electronics Engineers Inc, 2023)Imputation of missing images via source-to-target modality translation can improve diversity in medical imaging protocols. A pervasive approach for synthesizing target images involves one-shot mapping through generative ...