Semi-Supervised Learning of Mutually Accelerated Multi-Contrast MRI Synthesis without Fully-Sampled Ground-Truths. - Mahmut Yurt; Salman Ul Hassan Dar; Berk Tinaz; Muzaffer Özbey; Tolga Çukur (CoRR, 2020)

Prior-Guided Image Reconstruction for Accelerated Multi-Contrast MRI via Generative Adversarial Networks. - Salman Ul Hassan Dar; Mahmut Yurt; Mohammad Shahdloo; Muhammed Emrullah Ildiz; Berk Tinaz; Tolga Çukur (IEEE J. Sel. Top. Signal Process., 2020)

HUMUS-Net: Hybrid Unrolled Multi-scale Network Architecture for Accelerated MRI Reconstruction. - Zalan Fabian; Berk Tinaz; Mahdi Soltanolkotabi (NeurIPS, 2022)

Progressively volumetrized deep generative models for data-efficient contextual learning of MR image recovery. - Mahmut Yurt; Muzaffer Özbey; Salman Ul Hassan Dar; Berk Tinaz; Kader Karli Oguz; Tolga Çukur (Medical Image Anal., 2022)

Semi-Supervised Learning of MRI Synthesis Without Fully-Sampled Ground Truths. - Mahmut Yurt; Onat Dalmaz; Salman Ul Hassan Dar; Muzaffer Özbey; Berk Tinaz; Kader Karli Oguz; Tolga Çukur (IEEE Trans. Medical Imaging, 2022)

Adapt and Diffuse: Sample-adaptive Reconstruction via Latent Diffusion Models. - Zalan Fabian; Berk Tinaz; Mahdi Soltanolkotabi (ICML, 2024)

DiracDiffusion: Denoising and Incremental Reconstruction with Assured Data-Consistency. - Zalan Fabian; Berk Tinaz; Mahdi Soltanolkotabi (ICML, 2024)

Emergence and Evolution of Interpretable Concepts in Diffusion Models. - Berk Tinaz; Zalan Fabian; Mahdi Soltanolkotabi (CoRR, 2025)

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization. - Haosheng Gan; Berk Tinaz; Mohammad Shahab Sepehri; Zalan Fabian; Mahdi Soltanolkotabi (CoRR, 2025)

Hyperphantasia: A Benchmark for Evaluating the Mental Visualization Capabilities of Multimodal LLMs. - Mohammad Shahab Sepehri; Berk Tinaz; Zalan Fabian; Mahdi Soltanolkotabi (CoRR, 2025)