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Learning Deep MRI Reconstruction Models from Scratch in Low-Data Regimes


Jan 06, 2023
Salman UH Dar, Şaban Öztürk, Muzaffer Özbey, Tolga Çukur

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A plug-in graph neural network to boost temporal sensitivity in fMRI analysis


Jan 01, 2023
Irmak Sivgin, Hasan A. Bedel, Şaban Öztürk, Tolga Çukur

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DEQ-MPI: A Deep Equilibrium Reconstruction with Learned Consistency for Magnetic Particle Imaging


Dec 26, 2022
Alper Güngör, Baris Askin, Damla Alptekin Soydan, Can Barış Top, Emine Ulku Saritas, Tolga Çukur

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Unsupervised Simplification of Legal Texts


Sep 01, 2022
Mert Cemri, Tolga Çukur, Aykut Koç

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Unsupervised Medical Image Translation with Adversarial Diffusion Models


Jul 17, 2022
Muzaffer Özbey, Salman UH Dar, Hasan A Bedel, Onat Dalmaz, Şaban Özturk, Alper Güngör, Tolga Çukur

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One Model to Unite Them All: Personalized Federated Learning of Multi-Contrast MRI Synthesis


Jul 13, 2022
Onat Dalmaz, Usama Mirza, Gökberk Elmas, Muzaffer Özbey, Salman UH Dar, Emir Ceyani, Salman Avestimehr, Tolga Çukur

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Adaptive Diffusion Priors for Accelerated MRI Reconstruction


Jul 12, 2022
Salman UH Dar, Şaban Öztürk, Yilmaz Korkmaz, Gokberk Elmas, Muzaffer Özbey, Alper Güngör, Tolga Çukur

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BolT: Fused Window Transformers for fMRI Time Series Analysis


May 23, 2022
Hasan Atakan Bedel, Irmak Şıvgın, Onat Dalmaz, Salman Ul Hassan Dar, Tolga Çukur

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* Submitted for NeurIPS 2022 

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Federated Learning of Generative Image Priors for MRI Reconstruction


Feb 08, 2022
Gokberk Elmas, Salman UH Dar, Yilmaz Korkmaz, Emir Ceyani, Burak Susam, Muzaffer Özbey, Salman Avestimehr, Tolga Çukur

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* To be submitted to IEEE TMI Special Issue on Federated Learning for Medical Imaging 

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TranSMS: Transformers for Super-Resolution Calibration in Magnetic Particle Imaging


Nov 03, 2021
Alper Güngör, Baris Askin, Damla Alptekin Soydan, Emine Ulku Saritas, Can Barış Top, Tolga Çukur

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* 23 pages, 14 figures 

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