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Book Page Identification Using Convolutional Neural Networks Trained by Task-Unrelated Dataset

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成果类型:
期刊论文、会议论文
作者:
Liu, Leyuan;Zhao, Yi;Zhou, Huabing;Chen, Jingying*
通讯作者:
Chen, Jingying
作者机构:
[Liu, Leyuan; Zhao, Yi; Chen, Jingying] Cent China Normal Univ, Natl Engn Res Ctr E Learning, Wuhan, Peoples R China.
[Liu, Leyuan; Zhou, Huabing] Wuhan Inst Technol, Hubei Key Lab Intelligent Robot, Wuhan, Peoples R China.
通讯机构:
[Chen, Jingying] C
Cent China Normal Univ, Natl Engn Res Ctr E Learning, Wuhan, Peoples R China.
语种:
英文
关键词:
Book page identification;CNN;Image retrieval
期刊:
Lecture Notes in Computer Science
ISSN:
0302-9743
年:
2017
卷:
10666
页码:
651-663
会议名称:
9th International Conference on Image and Graphics (ICIG)
会议论文集名称:
Lecture Notes in Computer Science
会议时间:
SEP 13-15, 2017
会议地点:
China Soc Image & Graph, Shanghai, PEOPLES R CHINA
会议主办单位:
China Soc Image & Graph
会议赞助商:
Shanghai Jiaotong Univ, Nanjing Technol Univ, Mu Technol Ltd Co
主编:
Zhao, Y Kong, X Taubman, D
出版地:
GEWERBESTRASSE 11, CHAM, CH-6330, SWITZERLAND
出版者:
SPRINGER INTERNATIONAL PUBLISHING AG
ISBN:
978-3-319-71607-7; 978-3-319-71606-0
基金类别:
National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [41671377, 61502195]; Natural Science Foundation of Hubei ProvinceNatural Science Foundation of Hubei Province [2017CFB504]; Research Funds of CCNU from the Colleges Basic Research and Operation of MOE [CCNU17QN0003, CCNU17QN0002, CCNU2016A02020]; Foundation of Hubei Key Laboratory of Intelligent Robot [HBIR201606]
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 a pipeline to make convolutional neural networks (CNNs) trained for another unrelated task available for book page identification. The pipeline has five building blocks: (1) An image segmentation module to separate book page from the background;(2) An image correction module to correct geometry and color distortions;(3) A feature extraction module to extract discriminative image features by a pre-trained CNN;(4) A feature compression module to reduce feature dimensions for speeding up;and (5) A feature matching module to calculate the similarity between a query image and a ...

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