Julia A. Schnabel

Computer Science · Physical Sciences

51h-index11.2kcitations486works5.52yr avg
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Research Topics

Medical Image Segmentation Techniques(139), Medical Imaging Techniques and Applications(131), Radiomics and Machine Learning in Medical Imaging(109), Advanced MRI Techniques and Applications(98), AI in cancer detection(51)

Publications475 total

Measuring and Aligning Abstraction in Vision-Language Models with Medical Taxonomies
arXiv (Cornell University)·2026Open Access
Measuring and Aligning Abstraction in Vision-Language Models with Medical Taxonomies
ArXiv.org·2026Open Access
Guest Editorial: Special Issue on Foundation Models in Medical Imaging
IEEE Journal of Biomedical and Health Informatics·2025
PISCO: Self-supervised k-space regularization for improved neural implicit k-space representations of dynamic MRI
Medical Image Analysis·2025· 1 citedOpen Access
Denoising Diffusion Models for Anomaly Localization in Medical Images
The Journal of Machine Learning for Biomedical Imaging·2025
REECAP: Contrastive learning of retinal aging reveals genetic loci linking morphology to eye disease
2025Open Access
TomoGraphView: 3D Medical Image Classification with Omnidirectional Slice Representations and Graph Neural Networks
arXiv (Cornell University)·2025Open Access
Covariance Descriptors Meet General Vision Encoders: Riemannian Deep Learning for Medical Image Classification
arXiv (Cornell University)·2025Open Access
From model based to learned regularization in medical image registration: A comprehensive review
Medical Image Analysis·2025· 1 citedOpen Access
Region of Interest Based Fast High Quality Time-Of-Flight List-Mode Pet Reconstruction
2025
Lightweight Data-Free Denoising for Detail-Preserving Biomedical Image Restoration
arXiv (Cornell University)·2025Open Access
Wireless Colorimetric Multi-Biomarker Sensing to Enable Critical Neonatal Monitoring
2025Open Access
Lightweight Data-Free Denoising for Detail-Preserving Biomedical Image Restoration
Lecture notes in computer science·2025
Influence of Classification Task and Distribution Shift Type on OOD Detection in Fetal Ultrasound
Lecture notes in computer science·2025
Leveraging Acquisition Knowledge to Enhance Robustness of Physics-Informed Motion Correction for T2* Quantification
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition·2025
Deep learning enabled fast free-breathing stack-of-stars multiparameter mapping for fully quantitative analysis of prostate carcinoma.
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition·2025
Neural-network-based accelerated liver water T1 mapping
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition·2025
Assessing the Influence of Preprocessing on the Agreement of Image Quality Metrics with Radiological Evaluation in the Presence of Motion
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition·2025
Motion‐robust T2∗$$ {\mathrm{T}}_2^{\ast } $$ quantification from low‐resolution gradient echo brain MRI with physics‐informed deep learning
Magnetic Resonance in Medicine·2025Open Access
Segmenting Whole-Body MRI and CT for Multiorgan Anatomic Structure Delineation
Radiology Artificial Intelligence·2025· 5 citedOpen Access
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Frequent Co-authors

Daniel Rueckert(15), Mattias P. Heinrich‬(9), Mark Jenkinson(8), David Hill(6), David J. Hawkes(6), İlkay Öksüz(6), Bartłomiej W. Papież(6), Alejandro F. Frangi(5), Andrew P. King(5), Sir Michael Brady(4), Wiro J. Niessen(4), Christine Tanner(4), James R. Clough(4), Veronika A. Zimmer(4), Max A. Viergever(3), Thomas Hartkens(3), D. Rodney Hose(3), Manav Bhushan(2), Tahreema Matin(2), Fergus Gleeson(2)