Segmentation Pre-Training for Efficient Spine Degeneration Grading

Jun 2026·
Maria Monzon
Maria Monzon
,
Jamaludin A.
,
Jutzeler C.R.
,
Zisserman A.
· 0 min read
Type
Publication
MICCAI Workshop on Efficient Medical AI (EMA) — under review
publications
Maria Monzon
Authors
Maria Monzon (she/her)
Computer Vision & Medical AI Researcher
PhD candidate at ETH Zurich developing robust and trustworthy deep learning for medical image analysis — spine and cardiac MRI, multimodal biomedical data, and uncertainty quantification. Previously a computer-vision researcher at BASF, where I deployed models to production in regulated, GLP-certified environments. I care about efficient code and reproducible research.