Berk Tinaz

Publication Activity (10 Years)

Years Active: 2020-2023
Publications (10 Years): 8

Top Topics

Manifold Regularization

Supervised Learning

Cardiac Imaging

Top Venues

IEEE J. Sel. Top. Signal Process.

Medical Image Anal.

IEEE Trans. Medical Imaging

Publications

Zalan Fabian, Berk Tinaz, Mahdi Soltanolkotabi
Adapt and Diffuse: Sample-adaptive Reconstruction via Latent Diffusion Models. CoRR (2023)
Zalan Fabian, Berk Tinaz, Mahdi Soltanolkotabi
DiracDiffusion: Denoising and Incremental Reconstruction with Assured Data-Consistency. CoRR (2023)
Zalan Fabian, Berk Tinaz, Mahdi Soltanolkotabi
HUMUS-Net: Hybrid Unrolled Multi-scale Network Architecture for Accelerated MRI Reconstruction. NeurIPS (2022)
Mahmut Yurt, Onat Dalmaz, Salman Ul Hassan Dar, Muzaffer Özbey, Berk Tinaz, Kader Karli Oguz, Tolga Çukur
Semi-Supervised Learning of MRI Synthesis Without Fully-Sampled Ground Truths. IEEE Trans. Medical Imaging 41 (12) (2022)
Mahmut Yurt, Muzaffer Özbey, Salman Ul Hassan Dar, Berk Tinaz, Kader Karli Oguz, Tolga Çukur
Progressively volumetrized deep generative models for data-efficient contextual learning of MR image recovery. Medical Image Anal. 78 (2022)
Salman Ul Hassan Dar, Mahmut Yurt, Mohammad Shahdloo, Muhammed Emrullah Ildiz, Berk Tinaz, Tolga Çukur
Prior-Guided Image Reconstruction for Accelerated Multi-Contrast MRI via Generative Adversarial Networks. IEEE J. Sel. Top. Signal Process. 14 (6) (2020)
Mahmut Yurt, Salman Ul Hassan Dar, Berk Tinaz, Muzaffer Özbey, Tolga Çukur
Semi-Supervised Learning of Mutually Accelerated Multi-Contrast MRI Synthesis without Fully-Sampled Ground-Truths. CoRR (2020)
Mahmut Yurt, Muzaffer Özbey, Salman Ul Hassan Dar, Berk Tinaz, Kader Karli Oguz, Tolga Çukur
Progressively Volumetrized Deep Generative Models for Data-Efficient Contextual Learning of MR Image Recovery. CoRR (2020)