Integrated deep learning and clinical image viewing and reporting are provided. In some embodiments, a clinical image is received. An annotated image is generated from the clinical image by application of a deep learning system. At least one clinical finding is generated from the clinical image by application of the deep learning system. The annotated image and the at least one clinical finding are provided to a user. A structured report is generated based on the annotated image and the at least one clinical finding.