Publications

Muhammad U Mirza, Mustafa Arda Aydın, Tolga Çukur (2025). Frequency-Based Soft Diffusion Model for Accelerated MRI Reconstruction. SIU 2025.

Muhammad U Mirza, Fuat Arslan, Tolga Çukur (2024). Super Resolution MRI via Upscaling Diffusion Bridges. SIU 2024.

Muhammad Usama Mirza, Onat Dalmaz, Hasan Atakan Bedel, Gokberk Elmas, Alper Gungor, Tolga Çukur (2024). Accelerated MRI Reconstruction with Fourier-Constrained Diffusion Bridges. ISMRM 2024.

Onat Dalmaz, Muhammad U Mirza, Gokberk Elmas, Muzaffer Özbey, Salman UH Dar, Emir Ceyani, Kader K Oguz, Salman Avestimehr, Tolga Çukur (2024). One Model to Unite Them All: Personalized Federated Learning of Multi-Contrast MRI Synthesis. MEDIA.

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Muhammad U Mirza, Onat Dalmaz, Hasan A Bedel, Gokberk Elmas, Alper Gungor, Tolga Çukur (2023). MRI Reconstruction with Fourier-Constrained Diffusion Bridges. MedNeurIPS.

Muhammad U Mirza, Onat Dalmaz, Hasan A Bedel, Gokberk Elmas, Yilmaz Korkmaz, Alper Gungor, Salman UH Dar, Tolga Çukur (2023). Learning Fourier-Constrained Diffusion Bridges for MRI Reconstruction. under review, IEEE TMI.

Muhammad U Mirza, Tolga Çukur (2023). Super-Resolution Diffusion Model for Accelerated MRI Reconstruction. SIU 2023.

Onat Dalmaz, Baturay Saglam, Gokberk Elmas, Muhammad U Mirza, Tolga Çukur (2023). Denoising Diffusion Adversarial Models for Unconditional Medical Image Generation. SIU 2023.

Onat Dalmaz, Muhammad U Mirza, Gokberk Elmas, Muzaffer Özbey, Salman UH Dar, Emir Ceyani, Salman Avestimehr, Tolga Çukur (2023). A Personalized Federated Learning Approach for Multi-Contrast MRI Translation. ISMRM 2023.

Onat Dalmaz, Muhammad U Mirza, Gokberk Elmas, Muzaffer Özbey, Salman UH Dar, Emir Ceyani, Salman Avestimehr, Tolga Çukur (2023). Personalized, Federated, And Unified MRI Contrast Synthesis. ISBI 2023.

Onat Dalmaz, Muhammad U Mirza, Gokberk Elmas, Muzaffer Özbey, Salman UH Dar, Emir Ceyani, Salman Avestimehr, Tolga Çukur (2022). pFLSynth: Personalized Federated Learning of Image Synthesis in Multi-Contrast MRI. MedNeurIPS 2022.

Onat Dalmaz, Muhammad U Mirza, Gokberk Elmas, Muzaffer Özbey, Salman UH Dar, Tolga Çukur (2022). A Specificity-Preserving Generative Model for Federated MRI Translation. MICCAI-DeCaF 2022.

Muhammad U Mirza, Onat Dalmaz, Tolga Çukur (2022). Skip Connections for Medical Image Synthesis with Generative Adversarial Networks. SIU 2022.