Agriculture and food industry are the backbone of any country. Food industry is the prime contributor in agricultural
sector. Thus, automation of vegetable grading and sorting is the need of the hour. Since, artificial neural networks are best suited
for automated pattern recognition problems; they are used as a classification tool for this research. Back propagation is the most
important algorithm for training neural networks.