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Landmark recognition and retrieval: from 2D to 3D

Published: 01 December 2011 Publication History

Abstract

Existing landmark retrieval methods cannot provide a comprehensive solution, by which user can view different angles of landmark. In this paper, we propose a novel approach to reconstruct and retrieve 3D landmark models by direct 2D to 3D matching. In an offline module, firstly, attention-based 3D reconstruction method is proposed to reconstruct sparse 3D landmark models. Secondly, we construct textured 3D landmark model for each sparse 3D landmark model. Finally, a 3D landmark recognizer is built for each landmark based on the 3D landmark model. In online module, query images are recognized by the 3D landmark recognizers using a 2D to 3D matching approach. For each recognized query image, a 3D landmark model and a 3D landmark texture model are presented as a query result. Experimental results demonstrate the effectiveness of our proposed approach.

References

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Y. Avrithis, Y. Kalantidis, G. Tolias, E. Spyrou. Retrieving landmark and non-landmark images from community photo collections. In: ACM MM, 2010.
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Y. Kalantidis, G. Tolias, Y. Avrithis, M. Phinikettos, E. Spyrou, P. Mylonas, S. Kollias. VIRaL: Visual image retrieval and localization. In: Multimedia Tools and Applications, 2011.
[3]
E. Gawes, C.G.M. Snoek. Landmark image retrieval using visual synonyms. In: ACM MM, 2010.
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http://en.wikipedia.org/wiki/List_of_landmarks
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X. Xiao, C.S. Xu, Y. Rui. Video based 3D reconstruction using spatio-temporal attention analysis. In ICME, 2010.
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X. Xiao, C.S. Xu, J.Q. Wang. Landmark image classification using 3D point clouds. In ACM MM, 2010.
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X. Li, C. Wu, C. Zach, S. Lazebnik, and J.M. Frahm. Modeling and recognition of landmark image collections using iconic scene graphs. In ECCV, 2008.

Cited By

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  • (2018)Mobile Landmark Search with 3D ModelsIEEE Transactions on Multimedia10.1109/TMM.2014.230274416:3(623-636)Online publication date: 26-Dec-2018
  • (2011)Joint ACM workshop on human gesture and behavior understandingProceedings of the 19th ACM international conference on Multimedia10.1145/2072298.2072392(615-616)Online publication date: 28-Nov-2011

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Published In

cover image ACM Conferences
J-HGBU '11: Proceedings of the 2011 joint ACM workshop on Human gesture and behavior understanding
December 2011
46 pages
ISBN:9781450309981
DOI:10.1145/2072572

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 01 December 2011

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Author Tags

  1. 3D reconstruction
  2. landmark retrieval
  3. matching

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MM '11
Sponsor:
MM '11: ACM Multimedia Conference
December 1, 2011
Arizona, Scottsdale, USA

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Cited By

View all
  • (2018)Mobile Landmark Search with 3D ModelsIEEE Transactions on Multimedia10.1109/TMM.2014.230274416:3(623-636)Online publication date: 26-Dec-2018
  • (2011)Joint ACM workshop on human gesture and behavior understandingProceedings of the 19th ACM international conference on Multimedia10.1145/2072298.2072392(615-616)Online publication date: 28-Nov-2011

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