Artificial Intelligence 2025-03-25
Advanced Deep Learning in Medical Imaging
A deep learning-based automated workflow for accurate segmentation and measurement of abdominal organs in CT scans, providing comprehensive organ analysis capabilities that support diagnostic workflows and treatment planning.
5C Network Research Team · arXiv · DOI: 10.48550/arXiv.2503.10717
Key Findings
- Automated segmentation of abdominal organs achieves radiologist-level accuracy on CT scans
- Quantitative measurements enable objective tracking of organ size changes over time
- End-to-end workflow from DICOM input to structured measurements reduces manual annotation burden
- Validated across multiple scanner types and imaging protocols used in Indian hospitals
