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GPS Estimation for Places of Interest From Social Users’ Uploaded Photos
Jing Li1; Xueming Qian1; Yuan Yan Tang2; Linjun Yang3; Tao Mei3
2013-12-02
Source PublicationIEEE Transactions on Multimedia
ISSN1520-9210
Volume15Issue:8Pages:2058-2071
Abstract

Social media has become a very popular way for people to share their photos with friends. Because most of the social images are attached with GPS (geo-tags), a photo's GPS information can be estimated with the help of the large geo-tagged image set while using a visual searching based approach. This paper proposes an unsupervised image GPS location estimation approach with hierarchical global feature clustering and local feature refinement. It consists of two parts: an offline system and an online system. In the offline system, a hierarchical structure is constructed for a large-scale offline social image set with GPS information. Representative images are selected for each GPS location refined cluster, and an inverted file structure is proposed. In the online system, when given an input image, its GPS information can be estimated by hierarchical global clusters selection and local feature refinement in the online system. Both the computational cost and GPS estimation performance demonstrates the effectiveness of the proposed hierarchical structure and inverted file structure in our approach. 

KeywordBow Gps Estimation Hierarchical Structure Inverted File Structure K-nn Social Media User
DOIhttp://doi.org/10.1109/TMM.2013.2280127
URLView the original
Indexed BySCI
Language英语
WOS Research AreaComputer Science ; Telecommunications
WOS SubjectComputer Science, Information Systems ; Computer Science, Software Engineering ; Telecommunications
WOS IDWOS:000327393900027
PublisherIEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC, 445 HOES LANE, PISCATAWAY, NJ 08855-4141 USA
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Citation statistics
Cited Times [WOS]:45   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
CollectionDEPARTMENT OF COMPUTER AND INFORMATION SCIENCE
Corresponding AuthorJing Li; Xueming Qian; Yuan Yan Tang; Linjun Yang; Tao Mei
Affiliation1.SMILES LAB at the School of Electronics and Information Engineering, Xi’an Jiaotong University, Xi’an 710049, China
2.FST of Macau University, Macau, China
3.Microsoft Research Asia, Beijing, China
Recommended Citation
GB/T 7714
Jing Li,Xueming Qian,Yuan Yan Tang,et al. GPS Estimation for Places of Interest From Social Users’ Uploaded Photos[J]. IEEE Transactions on Multimedia,2013,15(8):2058-2071.
APA Jing Li,Xueming Qian,Yuan Yan Tang,Linjun Yang,&Tao Mei.(2013).GPS Estimation for Places of Interest From Social Users’ Uploaded Photos.IEEE Transactions on Multimedia,15(8),2058-2071.
MLA Jing Li,et al."GPS Estimation for Places of Interest From Social Users’ Uploaded Photos".IEEE Transactions on Multimedia 15.8(2013):2058-2071.
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