Our group recently focused on the applications of DL to classify IRDs using FAF, obtaining excellent accuracies when distinguishing STGD1, retinitis pigmentosa, BD and healthy controls [18], as well as to distinguish the chorioretinal atrophy of genetic or degenerative causes [19]. This evidence concerns the gene ABCA4 and Chorioretinal atrophy.