An Anytime Algorithm for Camera-Based Character Recognition

言語英語
種類国際会議等の予稿
著者Takuya Kobayashi,Masakazu Iwamura,Takahiro Matsuda,Koichi Kise
論文名An Anytime Algorithm for Camera-Based Character Recognition
論文誌名Proc. 12th International Conference on Document Analysis and Recognition (ICDAR 2013)
ページpp.1172-1176
発表場所Washington, DC, USA
査読の有無有
発表の種類ポスター発表
年月2013年8月
分野文書画像解析, パターン認識
DOI10.1109/ICDAR.2013.231
キーKobayashi2013_ICDAR (id=1345)

要約

In a scene image, some characters are difficult to recognize and some others are recognized easily. Such difficult characters usually make the processing time long while easy characters are recognized in a short time. In this paper, we propose a system which recognizes each character with a proper cost for the difficulty. Through the process, easy characters are recognized early and difficult ones are recognized late. This is a desired property of an anytime algorithm that the recognition accuracy does not decrease as the time increases. In order to realize it, we propose a method which splits the recognition process into several times and accumulates the recognition results and extracted features. We also discuss what is required to realize the anytime algorithm for the scene character recognition task. Experiments reveal that the proposed method obtains recognition results of easy characters earlier than the conventional method.

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