General Vision Encoder Features as Guidance in Medical Image Registration

no code implementations • 18 Jul 2024 • Fryderyk Kögl, Anna Reithmeir, Vasiliki Sideri-Lampretsa, Ines Machado, Rickmer Braren, Daniel Rückert, Julia A. Schnabel, Veronika A. Zimmer

However, no in-depth comparison of different state-of-the-art general vision encoders for medical registration is available.

Image Registration Medical Image Registration

Unified Brain MR-Ultrasound Synthesis using Multi-Modal Hierarchical Representations

1 code implementation • 15 Sep 2023 • Reuben Dorent, Nazim Haouchine, Fryderyk Kögl, Samuel Joutard, Parikshit Juvekar, Erickson Torio, Alexandra Golby, Sebastien Ourselin, Sarah Frisken, Tom Vercauteren, Tina Kapur, William M. Wells

We introduce MHVAE, a deep hierarchical variational auto-encoder (VAE) that synthesizes missing images from various modalities.