The 1st Workshop on Medical Video AI Assessment and Uncertainty Quantification: Bridging Research and Practice
Artificial Intelligence and Machine Learning (AI/ML)-enabled medical devices are advancing rapidly to address the evolving needs of patients, clinicians, and manufacturers in the MedTech industry. However, the pace of technological innovation has outstripped the development of evaluation methods in some instances, creating uncertainty for developers, and posing challenges for regulatory bodies charged with ensuring safety and efficacy.The workshop aims at introducing regulatory science for the assessment of medical video AI and methods for uncertainty quantification to the ISBI community. These areas present unique challenges, including frame-to-frame variability, motion artifacts, and temporal consistency. We aim to foster dialogue among researchers, clinicians, and regulators to discuss technical and regulatory science challenges and help reduce the gap between development of novel AI technologies and their clinical adoption. We will discuss the development of regulatory science tools, testing methods, and metrics for assessing AI-assisted devices.
While this workshop will focus on medical video AI systems, assessment many of the concepts generalize to other device types. Reach out to us at: videoai.isbi2026@gmail.com