Poor food choices could highly contribute to the development of the current epidemic of diabetes. The consumption of foods that result in a large increase in blood glucose after consumption does lead to a progressive decline in beta cell function as well as contributing to obesity and insulin resistance leading to type 2 diabetes. Mobile apps could provide useful features for automatically identify, recording and monitoring of food intake, using food item detection methods.