Image Recognition is a technique that trains machine to classify images, to detect objects and people present in mage, make machine able to recognise handwritten characters and digits. Discrete Mathematics lies at the heart of Image Recognition process. We are able to give the strength of Vision to machine by using Matrix Theory and Graph Theory.