Several studies have shown that systematic screening for DR is an effective way of prevention (5). Furthermore, the automatic retinopathy detection can enlarge the screening, reducing the workload and costs compared to manual image graders(6). There are no reports on automated DR detection in Brazilian population, especially in screening campaigns with large-scale diagnosis.