Article Figures & Data
Figures
- Figure 1
Overview of AI-driven methods in radiological cancer imaging. This schematic illustrates the foundational concepts of machine learning with radiomics, deep learning, and large models, and their roles in cancer diagnosis, treatment response, and prognosis prediction.
Tables
Characteristics Machine learning with radiomics Deep learning Large models Data requirement Moderate Adequate Enormous Hardware requirement Moderate High Very high Annotation Manual delineation Flexible Flexible Image features Predefined Learned automatically Learned automatically Performance Moderate High Very high Explainability Good Poor Poor
