Artificial Intelligence-powered automatic volume calculation in medical images – available tools, performance and challenges for nuclear medicine
Thomas Wendler, Michael C. Kreissl, Benedikt Schemmer, Julian Manuel Michael Rogasch, Francesca De Benetti · Nuklearmedizin - NuclearMedicine · 2023 · Heft 06 · S. 343-353
Bibliografische Angaben
Zusammenfassung
AbstractVolumetry is crucial in oncology and endocrinology, for diagnosis, treatment planning, and evaluating response to therapy for several diseases. The integration of Artificial Intelligence (AI) and Deep Learning (DL) has significantly accelerated the automatization of volumetric calculations, enhancing accuracy and reducing variability and labor. In this review, we show that a high correlation has been observed between Machine Learning (ML) methods and expert assessments in tumor volumetry; Yet, it is recognized as more challenging than organ volumetry. Liver volumetry has shown progression in accuracy wit…
