AI and Medical Imaging
About this resource
Dr. Alan McMillan discusses the growing role of AI and machine learning in healthcare, particularly in radiology and medical imaging. He outlines how AI is being applied in tasks such as classification, regression, and segmentation, helping to enhance efficiency, diagnostic accuracy, and clinical decision-making. However, he also emphasizes current challenges, including ensuring HIPAA compliance, managing legal liability, and addressing algorithmic bias and poor robustness. The conversation also explores technical considerations like research reporting guidelines and interpretability of deep neural networks, as well as current radiology research on campus at UW-Madison utilizing AI. .
A netID is required to view ML4MI videos: View 2023-08-11 recording.
See also
- Exploring Artificial Intelligence @ UW-Madison: Explore other talks from the Exploring AI @ UW series.
- ML4MI: Learn more about AI’s application in medical imaging.