Can off-the-shelf object detectors be used to extract geographic information from geo-referenced social multimedia?

Proceedings of the 5th ACM SIGSPATIAL International Workshop on Location-Based Social Networks, LBSN 2012 - Held in Conjunction with ACM SIGSPATIAL GIS 2012

Volumn , Issue , 2012, Pages 12-15

  Leung, Daniel ^a   Newsam, Shawn ^a  

^a UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

geo tagged; geographic discovery; land use classification

Indexed keywords

GEO-TAGGED; GEOGRAPHIC DISCOVERY; GEOGRAPHIC INFORMATION; GEOGRAPHIC KNOWLEDGE DISCOVERIES; LANDUSE CLASSIFICATIONS; OBJECT DETECTORS; PHOTO COLLECTIONS; STATE OF THE ART;

SOCIAL NETWORKING (ONLINE);

GEOGRAPHIC INFORMATION SYSTEMS;

EID: 84875151876     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2442796.2442801     Document Type: Conference Paper

References (10)

1. Flickr photo sharing. http://www.flickr.com.
2. Picasa web albums. http://picasa.google.com/.
3. D. Crandall, L. Backstrom, D. Huttenlocher, and J. Kleinberg. Mapping the world's photos. In Proceedings of the International World Wide Web Conference, pages 761-770, 2009.
4. P. Felzenszwalb, D. McAllester, and D. Ramanan. A discriminatively trained, multiscale, deformable part model. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pages 1-8, 2008.
5. D. Hoiem, A. A. Efros, and M. Hebert. Automatic photo pop-up. In ACM SIGGRAPH 2005 Papers, SIGGRAPH '05, pages 577-584, New York, NY, USA, 2005. ACM.
6. D. Leung and S. Newsam. Proximate sensing using georeferenced community contributed photo collections. In ACM International Conference on Advances in Geographic Information Systems: Workshop on Location Based Social Networks, 2009.
7. D. Leung and S. Newsam. Proximate sensing: Inferring what-is-where from georeferenced photo collections. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pages 2955-2962, 2010.
8. L. Li, H. Su, E. Xing, and L. Fei-Fei. Object bank: A high-level image representation for scene classification and semantic feature sparsification. In Neural Information Processing Systems (NIPS), pages 1378-1386, Canada, 2010.
9. J. Ponce, M. Hebert, C. Schmid, and A. Zisserman, editors. Toward Category-Level Object Recognition, volume 4170 of Lecture Notes in Computer Science. Springer, 2006.
10. K. Yanai, K. Yaegashi, and B. Qiu. Detecting cultural differences using consumer-generated geotagged photos. In Proceedings of the International Workshop on Location and the Web, 2009.