Author

Merve Gülle

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Preprint Aug 2026

Consistency Models for Fast MRI Reconstruction Using Regularization by Denoising

The proposed CM-RED method consistently outperforms existing DM- and CM-based approaches in both quantitative metrics and visual fidelity, and exhibits strong robustness to hyperparameter variations, highlighting CM-RED as an efficient and effective generative framework for accelerated MRI reconstruction.

Merve Gülle, Junno Yun, Y. Alçalar et al. · 0 citations

#artificial intelligence Preprint Aug 2026

Harnessing Magnitude-Only and Complex Measurements for Improved Dynamic MRI Reconstruction with Learned Priors

This work investigates the use of auxiliary k-space magnitude information for accelerated steady-state dynamic MRI reconstruction, and demonstrates strong consistency of k-space magnitudes across time-frames.

Mahdi Saberi, Y. Alçalar, Merve Gülle et al. · 1 citation