Non-destructive quality evaluation of food products is an important and very vital factor in food/agricultural industry. With Non-destructive quality evaluation of food products various parameters which define quality of these products (e.g. size, shape, color, texture, external defects, etc.) are calculated with the help of image processing without affecting physical structure of food products [23]. Efforts are being geared towards the replacement of traditional human sensory panel with automated systems, as human operations are inconsistent and less efficient [36].