Deep Learning-Based Lung Cancer Segmentation and Volumetric Analysis Using CT Imaging: A Comprehensive Survey.
Although deep learning-based volumetric analysis has shown great potential in addressing the shortcomings of linear tumor assessment, several challenges still impede clinical implementation, including limited data availability, variability in annotation, sensitivity to scanners and acquisition protocols, poor interpretability, and multimodal integration.