Gradual Self-Training via Confidence and Volume Based Domain Adaptation for Multi Dataset Deep Learning-Based Brain Metastases Detection Using Nonlocal Networks on MRI Images.

Journal: Journal of magnetic resonance imaging : JMRI
Published Date: Oct 8, 2022

Abstract

BACKGROUND: Research suggests that treatment of multiple brain metastases (BMs) with stereotactic radiosurgery shows improvement when metastases are detected early, providing a case for BM detection capabilities on small lesions.

Authors

  • Andrea Liew
    Electrical and Computer Systems Engineering Discipline, School of Engineering, Monash University Malaysia, Bandar Sunway, Malaysia.
  • Chun Cheng Lee
    Radiology Department, Sunway Medical Centre, Bandar Sunway, Malaysia.
  • Valarmathy Subramaniam
    Radiology Department, Sunway Medical Centre, Bandar Sunway, Malaysia.
  • Boon Leong Lan
    Electrical and Computer Systems Engineering Discipline, School of Engineering, Monash University Malaysia, 47500, Bandar Sunway, Selangor, Malaysia.
  • Maxine Tan
    School of Electrical and Computer Engineering, University of Oklahoma, 101 David L. Boren Blvd, Norman, OK, 73019, USA. maxine.y.tan-1@ou.edu.

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