Title :
Hybrid pen-input character recognition system based on integration of online-offline recognition
Author :
Tanaka, Hiroshi ; Nakajima, Kenji ; Ishigaki, Kazushi ; Akiyama, Katsuhik ; Nakagawa, Masaki
Author_Institution :
Fujitsu Labs. Ltd., Hyogo, Japan
Abstract :
Describes a handwritten character recognition system that integrates offline recognition requiring a bitmap image and online recognition involving an input pattern as a sequence of x-y coordinates. Offline recognition performs well for painted or overwritten patterns (for which online recognition would not be suited), whereas online recognition is suitable for very deformed patterns (for which offline recognition is not suited). Because each method has different recognition capabilities, the methods complement each other when integrated together. We have implemented a hybrid handwritten character recognition system in which the recognition results of the offline and online recognizer are integrated to create an improved product. After testing several integration methods for a handwritten character database, we found that the best method increased the recognition rate from 73.8% (offline) and 84.8% (online) to 87.6% (integrated)
Keywords :
character recognition equipment; handwritten character recognition; microcomputer applications; notebook computers; online operation; bitmap image; deformed patterns; handwritten character database; hybrid pen-input character recognition system; input pattern; offline recognition; online recognition; overwritten patterns; painted patterns; recognition rate; x-y coordinates; Character recognition; Computer science; Handwriting recognition; Image recognition; Keyboards; Laboratories; Optical character recognition software; Painting; Pattern recognition; Writing;
Conference_Titel :
Document Analysis and Recognition, 1999. ICDAR '99. Proceedings of the Fifth International Conference on
Conference_Location :
Bangalore
Print_ISBN :
0-7695-0318-7
DOI :
10.1109/ICDAR.1999.791761