Thus, our objective was to consider whether a deep learning classifier, pretrained using various FAF images, can assist in distinguishing ABCA4-related STGD1 from PSPD caused by mutations in PRPH2/RDS, and to compare these findings with the grading of retinal specialists. Here, ABCA4 is linked to severe early-childhood-onset retinal dystrophy.