Highly-Accelerated High-Resolution Multi-Echo fMRI Using Self-Supervised Physics-Driven Deep Learning Reconstruction. - Merve Gülle; Ömer Burak Demirel; Logan Dowdle; Steen Moeller; Essa Yacoub; Kâmil Ugurbil; Mehmet Akçakaya (CAMSAP, 2023)

High-fidelity Database-free Deep Learning Reconstruction for Real-time Cine Cardiac MRI. - Ömer Burak Demirel; Chi Zhang 057; Burhaneddin Yaman; Merve Gülle; Chetan Shenoy; Tim Leiner; Peter Kellman; Mehmet Akçakaya (EMBC, 2023)

A Convex Compressibility-Inspired Unsupervised Loss Function for Physics-Driven Deep Learning Reconstruction. - Yasar Utku Alçalar; Merve Gülle; Mehmet Akçakaya (ISBI, 2024)

Robust Outer Volume Subtraction with Deep Learning Ghosting Detection for Highly-Accelerated Real-Time Dynamic MRI. - Merve Gülle; Mehmet Akçakaya (ISBI, 2024)

Training Physics-Driven Deep Learning Reconstruction without Raw Data Access for Equitable Fast MRI. - Yasar Utku Alçalar; Merve Gülle; Mehmet Akçakaya (CoRR, 2024)

Deep Learning Assisted Outer Volume Removal for Highly-Accelerated Real-Time Dynamic MRI. - Merve Gülle; Sebastian Weingärtner; Mehmet Akçakaya (CoRR, 2025)