Handwriting recognition system and method
AssigneeSynaptics Incorporated
InventorsJohn C. Platt, Steven Nowlan, Joseph Decker, Nada Matic
Life of this patent
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AssigneeSynaptics Incorporated
InventorsJohn C. Platt, Steven Nowlan, Joseph Decker, Nada Matic
Estimating the term…
A system for recognizing handwritten characters, including pre-processing apparatus for generating a set of features for each handwritten character, a neural network disposed for operating on sparse data structures of those features and generating a set of confidence values for each possible character symbol which might correspond to the handwritten character, and post-processing apparatus for adjusting those confidence values and for selecting a character symbol consistent with external knowledge about handwritten characters and the language they are written in. The pre-processing apparatus scales and re-parameterizes the handwritten strokes, encodes the scaled and re-parameterizd strokes into fuzzy membership vectors and binary pointwise data, and combines the vectors and data into a sparse data structure of features. The (nonconvolutional) neural network performs a matrix-vector multiply on the sparse data structure, using only the data for nonzero features collected in that structure, and, for a first layer of that neural network, using only successive chunks of the neural weights. The post-processing apparatus adjusts the confidence values for character symbols using a set of expert rules embodying common-sense knowledge, from which it generates a set of character probabilities for each character position; these character probabilities are combined with a Markov model of character sequence transitions and a dictionary of known words, to produce a final work output for a sequence of handwritten characters.
Apparatus for supplying data to a handwritten character recognizer system comprising:
A handwritten character recognizer system for recognizing individual characters from a character set comprising:
A system for recognizing handwritten characters having a plurality of strokes detected in real-time as they are being written, said system comprising a statistical classifier, said statistical classifier comprising:
A system for recognizing handwritten characters having a plurality of strokes detected in real-time as they are being written, said system comprising a statistical classifier, said statistical classifier comprising:
A system for recognizing handwritten characters detected in real-time as they are being written, said system comprising:
Apparatus for supplying data to a handwritten recognizer system comprising:
A handwritten character recognizer system for recognizing individual characters from a character set comprising:
A system for recognizing handwritten characters having a plurality of strokes detected in real-time as they are being made, said system comprising a statistical classifier, said statistical classifier comprising:
A system for recognizing handwritten characters having a plurality of strokes detected in real-time as they are being made, said system comprising a statistical classifier, said statistical classifier comprising:
Dependencies are inferred from the claim text.