Abstract
Content Based Image Retrieval (CBIR) has been an active research field for a long time. Existing CBIR approaches are mostly based on low- to middle-level visual cues such as color or color histograms and possibly semantic relations of image regions, etc. In many applications, it may be of interest to retrieve images of similar geometrical configurations such as all images of a hallway-like view. In this paper we present our work on addressing such a task that seemingly requires 3D reconstruction from a single image. Our approach avoids explicit 3D reconstruction, which remains to be a challenge, through coding the potential relationship between the 3D structure of an image and its low-level features via a grid-based representation. We experimented with a data set of several thousands of images and obtained promising results.
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References
Douglas Cooper, The Cubist Epoch, ISBN 0 87587041 4
Felzenszwalb, P., Huttenlocher, D.P.: Efficient graph-based image segmentation. IJCVÂ 59(2) (2004)
Hartley, R., Zisserman, A.: Multiple View Geometry in Computer Vision. Cambridge University Press, Cambridge (2003) ISBNÂ 0-521-54051-8
Hoiem, D., Efros, A.A., Hebert, M.: Automatic Photo Pop-up. In: ACM SIGGRAPH (2005)
Hoiem, D., Efros, A.A., Hebert, M.: Geometric Context from a Single Image. In: International Conference of Computer Vision (ICCV) (October 2005)
McCullagh, P., Nelder, J.A.: Generalized Linear Models, 2nd edn. Chapman & Hall/CRC Press (1990)
Nedović, V., Smeulders, A.W.M., Redert, A., Geusebroek, J.-M.: Depth Information by Stage Classification. In: Proc. of the 11th IEEE Int’l Conf. on Computer Vision (ICCV 2007), Rio de Janeiro, Brazil, October 14-20 (2007)
Nedović, V., Smeulders, A.W.M., Redert, A., Geusebroek, J.-M.: Stages as Models of Scene Geometry. IEEE Trans. on Pattern Analysis and Machine Intelligence 32(9) (2010)
Saxena, A., Sun, M., Ng, A.Y.: Make3D: Learning 3-D Scene Structure from a Single Still Image. IEEE Transactions on Pattern Analysis and Machine Intelligence, PAMI (2008)
Saxena, A., Sun, M., Ng, A.Y.: Make3D: Depth Perception from a Single Still Image. In: AAAI (2008)
TRECVID2007-09 Sound and Vision Data, http://www-nlpir.nist.gov/projects/trecvid/trecvid.data.html
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Zhang, X., Li, B. (2010). Retrieving Images of Similar Geometrical Configuration. In: Bebis, G., et al. Advances in Visual Computing. ISVC 2010. Lecture Notes in Computer Science, vol 6454. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-17274-8_44
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DOI: https://doi.org/10.1007/978-3-642-17274-8_44
Publisher Name: Springer, Berlin, Heidelberg
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