Multi-task learning for the automatic grading of enlarged perivascular space burden using MRI

arXiv:2609.37387 · cs.CV, cs.LG · Submitted 2026-09-29 · Read on arXiv

cs.CV, cs.LG

Submitted: 2026-09-29

Updated: 2026-09-29

Code: https://github.com/Jesse-Phitidis/PVS_SCORING

Terminology

• Pseudo-labels — 31× in this paper · explained in 2 episodes
• Accuracy — 30× in this paper · explained in 1 episode
• Segmentation Masks — 19× in this paper · explained in 2 episodes
• F1 Score — 7× in this paper · explained in 3 episodes
• Ablation — 4× in this paper · explained in 1 episode
• Adam — 3× in this paper · explained in 2 episodes
• Loss Function — 3× in this paper · explained in 2 episodes
• nnU-Net — 3× in this paper · explained in 2 episodes
• Data Augmentation — 2× in this paper · explained in 7 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Core — 1× in this paper · explained in 2 episodes
• Feature Selection — 1× in this paper · explained in 4 episodes

Sources

• MONAI: An open-source framework for deep learning in healthcare

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