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Handwritten digit recognition via deformable prototypes


Author(s) : Robert Tibshirani Trevor Hastie, 
Publisher : N/A
Publication Date : 1992
ISSN : N/A
Abstract : We present a new method for classifying handwritten characters, in particular digits. In our approach each character in the alphabet is represented by a prototype, in particular a piecewise-linear curve. Prototypes are tted to a point-set representation of the image by least squares, allowing a free ane transformation in R 2. Every prototype is tted to a given image, and then classication is based on the matching statistics. The procedure is demonstrated on a large database of handwritten zipcodes, where we show it competes favorably with existing methods. 1,