Segmentation

Enhancing Low Back Pain Assessment with Diffusion Models for Lumbar Spine MRI Segmentation

Diffusion-based framework (SpineSegDiff) for semantic segmentation of lumbar spine MRI in low-back-pain patients, benchmarked on the SPIDER dataset. MIDL, PMLR v301, 2025.

Maria Monzon

• Jul 2025 • 1 min read

Medical-Imaging

Diffusion-Based Semantic Segmentation of Lumbar Spine MRI Scans of Lower Back Pain Patients

Poster on diffusion-based semantic segmentation of lumbar spine MRI in low-back-pain patients. ML4H Symposium, 2024.

Maria Monzon

• Dec 2024 • 1 min read

Medical-Imaging

A Fully Automated Pipeline for Extracting Vertebral Compression Parameters from Clinical MRI Scans

Automated pipeline to extract vertebral compression parameters from clinical lumbar-spine MRI. Poster, IEEE ISBI 2024.

Maria Monzon

• May 2024 • 1 min read

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Segmentation

Enhancing Low Back Pain Assessment with Diffusion Models for Lumbar Spine MRI Segmentation

Diffusion-Based Semantic Segmentation of Lumbar Spine MRI Scans of Lower Back Pain Patients

A Fully Automated Pipeline for Extracting Vertebral Compression Parameters from Clinical MRI Scans