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Reading Digital Video Clocks

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成果类型:
期刊论文
作者:
Yu, Xinguo(余新国);Ding, Wan;Zeng, Zhizhong*;Leong, Hon Wai
通讯作者:
Zeng, Zhizhong
作者机构:
[Yu, Xinguo; Zeng, Zhizhong; Ding, Wan] Cent China Normal Univ, Natl Engn Res Ctr E Learning, Wuhan 430079, Peoples R China.
[Leong, Hon Wai] Natl Univ Singapore, Dept Comp Sci, Singapore 117417, Singapore.
[Zeng, Zhizhong] Cent China Normal Univ, Natl Engn Res Ctr E Learning, 152 Luoyu Rd, Wuhan 430079, Peoples R China.
通讯机构:
[Zeng, Zhizhong] C
Cent China Normal Univ, Natl Engn Res Ctr E Learning, 152 Luoyu Rd, Wuhan 430079, Peoples R China.
语种:
英文
关键词:
Digit localization;digit recognition;digital video clock;second-pixel periodicity;deep learning;conditional random field
期刊:
International Journal of Pattern Recognition and Artificial Intelligence
ISSN:
0218-0014
年:
2015
卷:
29
期:
4
页码:
1555006
基金类别:
National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [61272206]; National Key Technology Research and Development ProgramNational Key Technology R&D Program [2013BAH18F02, 2013BAH72B01]; Humanities and Social Sciences Foundation of the Ministry of Education [14YJAZH005]; Ministry of Education and China Mobile [MCM20130601]; 111 Plan: Collaboration Innovation Base on Educational Digital Media and Visualization; Natural Science Foundation of Hubei Province, ChinaNatural Science Foundation of Hubei Province [2014CFB661]
机构署名:
本校为第一且通讯机构
院系归属:
国家数字化学习工程技术研究中心
摘要:
This paper presents an algorithm for reading digital video clocks reliably and quickly. Reading digital clocks from videos is difficult due to the challenges such as color variety, font diversity, noise, and low resolution. The proposed algorithm overcomes these challenges by using the novel methods derived from the domain knowledge. This algorithm first localizes the digits of a digital video clock and then recognizes the digits representing the time of digital video clock. It is a robust three-step algorithm. The first step is an efficient procedure that directly identifies the region of the...

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