Handwriting recognition has been one of the active and challenging research areas in the field of image processing and pattern recognition. In this paper, the technique to increase the accuracy of recognition is suggested. It also involves the selection of Neural Networks and involved the use of Digital Dictionary. This use of Digital Dictionary will help the users to check with the dictionary for the availability of particular word and then display it if it is occurred. This helps to increase the accuracy in the recognition of characters.