Research | Maria Monzon

Be Indiscrete: The Benefits of Learning Continuous Spine Degeneration Severity Scores

Mon, 01 Jun 2026 00:00:00 +0000

Be Indiscrete: The Benefits of Learning Continuous Spine Degeneration Severity Scores

Mon, 01 Jun 2026 00:00:00 +0000

Carried out during a visiting research stay at the University of Oxford — Visual Geometry Group (Prof. Andrew Zisserman’s group). Keywords: Pairwise Ranking · Ordinal Regression · Spine Degeneration · MRI.

Beyond Fluency: A Clinical Benchmark and Anomaly-Enhanced Baseline for Spine MRI Report Generation

Mon, 01 Jun 2026 00:00:00 +0000

Segmentation Pre-Training for Efficient Spine Degeneration Grading

Mon, 01 Jun 2026 00:00:00 +0000

The role of biopsychosocial factors in classifying pain intensity across various chronic pain conditions

Fri, 29 May 2026 00:00:00 +0000

Generative AI for spatial tumor growth on MRI: a proof-of-principle study in pediatric diffuse midline glioma

Mon, 18 May 2026 00:00:00 +0000

Open and reproducible research in musculoskeletal imaging: Why it matters and how to implement it with the guidelines of the ORMIR community

Wed, 01 Apr 2026 00:00:00 +0000

Quantifying central canal stenosis prediction uncertainty in SpineNet with conformal prediction

Tue, 20 Jan 2026 00:00:00 +0000

ORMIR-MIDS: An open standard for curating and sharing musculoskeletal imaging data

Thu, 01 Jan 2026 00:00:00 +0000

Uncertainty Quantification of Central Canal Stenosis Deep Learning Classifier From Lumbar Sagittal T2-Weighted MRI

Thu, 01 Jan 2026 00:00:00 +0000

A data-driven analysis of lumbar steroid injection satisfaction in patients with chronic low back pain

Mon, 01 Sep 2025 00:00:00 +0000

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

Tue, 01 Jul 2025 00:00:00 +0000

Automatic Determination of a Motion Parameter of the Heart

Tue, 04 Mar 2025 00:00:00 +0000

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

Tue, 10 Dec 2024 00:00:00 +0000

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

Mon, 27 May 2024 00:00:00 +0000

Estimation of flea beetle damage in the field using a multistage deep learning-based solution

Mon, 01 Jan 2024 00:00:00 +0000

Fully automated AI-based cardiac motion parameter extraction — application to mitral and tricuspid valves on long-axis cine MR images

Fri, 01 Sep 2023 00:00:00 +0000

Fully automatic extraction of mitral valve annulus motion parameters on long-axis CINE CMR using deep learning

Sat, 01 May 2021 00:00:00 +0000