Title :
Confusion network based Video OCR post-processing approach
Author :
Liu, Anan ; Fei, Jinghao ; Fan, Jianping ; Pang, Lin ; Zhang, Yongdong ; Li, Jintao
Author_Institution :
Sch. of Comput. Sci., Carnegie Mellon Univ., Pittsburgh, PA, USA
fDate :
June 28 2009-July 3 2009
Abstract :
The paper originally presents a confusion network based framework for video OCR post-processing. The framework consists of four parts: selection of reference and hypotheses, construction of confusion network, decoding for final output, and a novel metric of quantitatively evaluating Video OCR post-processing approaches. By integrating both visual and textual information, we construct the character transition network to reduce the error rate for OCR outputs. The large-scale experimental results demonstrate that this approach can significantly improve the accuracy of Video OCR results with only little incremental time. Moreover, with comparison and the detailed analysis, we conclude that ldquoVoting+2-gramrdquo is the most applicable method for real application.
Keywords :
decoding; optical character recognition; text analysis; video coding; video signal processing; character transition network construction; confusion network construction; decoding; hypotheses selection; reference selection; textual information; video OCR post-processing approach; Automatic speech recognition; Computer science; Content addressable storage; Decoding; Error analysis; Indexing; Information retrieval; Large-scale systems; Optical character recognition software; Testing; Confusion Network; Post-processing; Video OCR;
Conference_Titel :
Multimedia and Expo, 2009. ICME 2009. IEEE International Conference on
Conference_Location :
New York, NY
Print_ISBN :
978-1-4244-4290-4
Electronic_ISBN :
1945-7871
DOI :
10.1109/ICME.2009.5202455