【国外标准】 IEEE Recommended Practice for Improving Generalizability of Artificial Intelligence for Medical Imaging

This recommended practice delineates an architecture, and offers suggestions for enhancing the generalizability of artificial intelligence models in medical imaging, including specifying the following suggestions:--An overview of AI solutions in medical imaging from a generalizability standpoint.--Processes and specifications for data processing.--A means of removing compounding factors to reduce bias across various data sets; specifications for AI modeling that account for small training data,… read more uni/multi-modal data in medical imaging, thereby enabling flexibility for deployment across distinct usage scenarios.--Approaches for continuous learning and federated learning to enable AI models to adapt to local populations, and evaluation metrics from a generalizability perspective. read less