Mehmet Yigit Avci

According to our database, Mehmet Yigit Avci authored at least 7 papers between 2021 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

Understanding Sources of Demographic Predictability in Brain MRI via Disentangling Anatomy and Contrast.

Mehmet Yigit Avci, Akshit Achara, Andrew King, Jorge Cardoso

CoRR, March, 2026

Metadata-Aligned 3D MRI Representations for Contrast Understanding and Quality Control.

Mehmet Yigit Avci, Pedro Borges, Virginia Fernandez, Paul Wright, Mehmet Yigitsoy, Sébastien Ourselin, Manuel Jorge Cardoso

Proceedings of the 23rd IEEE International Symposium on Biomedical Imaging, 2026

2025

DIST-CLIP: Arbitrary Metadata and Image Guided MRI Harmonization via Disentangled Anatomy-Contrast Representations.

Mehmet Yigit Avci, Pedro Borges, Virginia Fernandez, Paul Wright, Mehmet Yigitsoy, Sébastien Ourselin, Jorge Cardoso

CoRR, December, 2025

MR-CLIP: Efficient Metadata-Guided Learning of MRI Contrast Representations.

Mehmet Yigit Avci, Pedro Borges, Paul Wright, Mehmet Yigitsoy, Sébastien Ourselin, Manual Jorge Cardoso

Proceedings of the Machine Learning in Medical Imaging - 16th International Workshop, 2025

2024

Unsupervised Analysis of Alzheimer's Disease Signatures using 3D Deformable Autoencoders.

Mehmet Yigit Avci, Emily Chan, Veronika A. M. Zimmer, Daniel Rueckert, Benedikt Wiestler, Julia A. Schnabel, Cosmin I. Bercea

CoRR, 2024

2023

Simulation of acquisition shifts in T2 Flair MR images to stress test AI segmentation networks.

Christiane Posselt, Mehmet Yigit Avci, Mehmet Yigitsoy, Patrick Schünke, Christoph Kolbitsch, Tobias Schäffter, Stefanie Remmele

CoRR, 2023

2021

Quantifying the uncertainty of neural networks using Monte Carlo dropout for deep learning based quantitative MRI.

Mehmet Yigit Avci, Ziyu Li, Qiuyun Fan, Susie Yi Huang, Berkin Bilgic, Qiyuan Tian

CoRR, 2021