Julia A. Schnabel

13 papers · 2019–2025 · 3 conferences · across top CS/AI conferences

Achievements

🐝 Cross-Pollinator (14) 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🐣 Hot Topic Early Bird 🌍 Conference Polyglot (3) 🏃 Academic Marathon (6) 🚀 Conference Pioneer 💎 Century Club (13) ⚡ Prolific Year (8)

Conferences

MICCAI (11) ICCV (1) MIDL (1)

Top co-authors

Richard Osuala (3) Cosmin I. Bercea (3) Veronika Spieker (3) Daniel M. Lang (3) Daniel Rueckert (3) Kerstin Hammernik (2) Lina Felsner (2) Karim Lekadir (2) Hannah Eichhorn (2) Tingying Peng (2)

Keywords

image restoration (1) gradient-based optimization (1) medical image segmentation (1) differentiable algorithm (1) medical image registration (1) cardiac mr segmentation (1) motion artefact correction (1) k-space reconstruction (1) skeletonization algorithm (1) 3d skeletonization (1)

Papers

Temporal Neural Cellular Automata: Application to modeling of contrast enhancement in breast MRI MICCAI 2025

Influence of Classification Task and Distribution Shift Type on OOD Detection in Fetal Ultrasound MICCAI 2025

Lightweight Data-Free Denoising for Detail-Preserving Biomedical Image Restoration MICCAI 2025

DinoBloom: A Foundation Model for Generalizable Cell Embeddings in Hematology MICCAI 2024

Interpretable Representation Learning of Cardiac MRI via Attribute Regularization MICCAI 2024

Physics-Informed Deep Learning for Motion-Corrected Reconstruction of Quantitative Brain MRI MICCAI 2024

Progressive Growing of Patch Size: Resource-Efficient Curriculum Learning for Dense Prediction Tasks MICCAI 2024

Self-Supervised k-Space Regularization for Motion-Resolved Abdominal MRI Using Neural Implicit k-Space Representations MICCAI 2024

Towards Learning Contrast Kinetics with Multi-Condition Latent Diffusion Models MICCAI 2024

Data-Driven Tissue- and Subject-Specific Elastic Regularization for Medical Image Registration MICCAI 2024

Diffusion Models with Implicit Guidance for Medical Anomaly Detection MICCAI 2024

A Skeletonization Algorithm for Gradient-Based Optimization ICCV 2023

High-quality segmentation of low quality cardiac MR images using k-space artefact correction MIDL 2019