Methods and systems are provided for training a deep learning model for an imaging system. In one embodiment, a method for an imaging system comprises performing a scan of a subject according to a scan protocol to acquire imaging data, displaying an image and decision support associated with the image, the image reconstructed from the imaging data, and the decision support calculated with a learning model and the imaging data, and updating a training dataset for the learning model with the imaging data, the image, the scan protocol, subject metadata describing the subject, the decision support, an outcome decision relating to the image and the decision support, and system metadata relating to the imaging system. In this way, a deep learning model can be automatically trained on images and corresponding diagnoses as well as additional information pertaining to the scan.
SYSTEMS AND METHODS FOR TRAINING A DEEP LEARNING MODEL FOR AN IMAGING SYSTEM