Systems and methods for evaluating artificial intelligence applications with seamlessly embedded features in accordance with embodiments of the invention are illustrated. One embodiment includes an AI evaluation system including a plurality of collection servers, an AI evaluation server connected to the plurality of collection servers, including at least one processor and a memory, containing an AI evaluation application that directs the processor to obtain a plurality of ground truth data from the plurality of collection servers, where the ground truth data includes a plurality of image and annotation pairs, generate a first plurality of outputs by providing a first AI system with images from the plurality of image and annotation pairs, compare the first plurality of outputs with annotations from the plurality of image and annotation pairs, generate a first ranking metric of the first AI system based on the comparison, and store the first ranking metric in a database.
Systems and Methods for Evaluating Artificial Intelligence Applications in Clinical Practice