Publications

Usama Mirza, Efe Ozdilek, Esin Öztürk-Işık, Tolga Çukur (2026). Low-Frequency Anchored Diffusion Transition Process for MRI Reconstruction. SIU 2026.

Usama Mirza, Onat Dalmaz, Hasan A Bedel, Gökberk Elmas, Yilmaz Korkmaz, Alper Güngör, Salman UH Dar, Kader K Oğuz, Tolga Çukur (2026). Learning Fourier-Constrained Diffusion Bridges for MRI Reconstruction. IEEE TMI.

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

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

Usama Mirza, Onat Dalmaz, Hasan A Bedel, Gökberk Elmas, Alper Güngör, Tolga Çukur (2024). Accelerated MRI Reconstruction with Fourier-Constrained Diffusion Bridges. ISMRM 2024.

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

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Usama Mirza, Onat Dalmaz, Hasan A Bedel, Gökberk Elmas, Alper Güngör, Tolga Çukur (2023). MRI Reconstruction with Fourier-Constrained Diffusion Bridges. MedNeurIPS 2023.

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

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

Onat Dalmaz, Usama Mirza, Gökberk 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, Usama Mirza, Gökberk Elmas, Muzaffer Özbey, Salman UH Dar, Emir Ceyani, Salman Avestimehr, Tolga Çukur (2023). Personalized, Federated, and Unified MRI Contrast Synthesis. ISBI 2023.

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

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