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Artificial intelligence based intervertebral discs grading: From unsupervised detection to explainable Pfirrmann classification

delete2026-04-09
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PRE
AI
P
Paolo Giaccone
F
Federico D’Antoni
L
Luca Bacco
F
Fabrizio Russo
G
Giuseppe Francesco Papalia
G
Gianluca Vadalà
R
Rocco Papalia
L
Leandro Pecchia
V
Vincenzo Denaro
M
Mario Merone *
DOI:10.1016/j.bspc.2026.110177delete
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Abstract

Abstract

En 中文
• Fully automated pipeline from disc identification to Pfirrmann grading prediction. • Unsupervised intervertebral disc identification from sagittal MRI images. • CNN predicts 8-level Pfirrmann grade with confidence and rejection options. • Explainable and uncertainty-aware decision support system.
Keywords:
Intervertebral disc
Pfirrmann grading
CNN
Unsupervised detection
Explainable AI

Journal

Biomedical Signal Processing and Control cover
Biomedical Signal Processing and Control
IF:
4.9
Papers:
9.8K
Citations:
2.4W

Organization

C
campus bio-medico
Scholars:
95
Papers: 40
Citations: 0
U
università campus bio-medico di roma
Scholars:
281
Papers: 137
Citations: 1