Scene Segmentation Using the Wisdom of Crowds

作者: Ian Simon , Steven M. Seitz

DOI: 10.1007/978-3-540-88688-4_40

关键词:

摘要: Given a collection of images static scene taken by many different people, we identify and segment interesting objects. To solve this problem, use the distribution in along with new field-of-view cue, which leverages observation that people tend to take photos frame an object interest within field view. Hence, image features appear together are likely be part same object. We evaluate effectiveness cue comparing segmentations computed our method against hand-labeled ones for several models. also show how results can used highlight important objects label them using noisy user-specified textual tag data. These methods demonstrated on popular tourist sites downloaded from Internet.

参考文章(21)
Thomas Hofmann, Probabilistic latent semantic analysis uncertainty in artificial intelligence. ,vol. 15, pp. 289- 296 ,(1999)
David M Blei, Andrew Y Ng, Michael I Jordan, None, Latent dirichlet allocation Journal of Machine Learning Research. ,vol. 3, pp. 993- 1022 ,(2003) , 10.5555/944919.944937
Erik B Sudderth, Antonio Torralba, William T Freeman, Alan S Willsky, None, Describing Visual Scenes Using Transformed Objects and Parts International Journal of Computer Vision. ,vol. 77, pp. 291- 330 ,(2008) , 10.1007/S11263-007-0069-5
A. P. Dempster, N. M. Laird, D. B. Rubin, Maximum Likelihood from Incomplete Data Via theEMAlgorithm Journal of the Royal Statistical Society: Series B (Methodological). ,vol. 39, pp. 1- 22 ,(1977) , 10.1111/J.2517-6161.1977.TB01600.X
Shane Ahern, Mor Naaman, Rahul Nair, Jeannie Hui-I Yang, World explorer Proceedings of the 2007 conference on Digital libraries - JCDL '07. pp. 1- 10 ,(2007) , 10.1145/1255175.1255177
Martin A. Fischler, Robert C. Bolles, Random sample consensus: a paradigm for model fitting with applications to image analysis and automated cartography Communications of The ACM. ,vol. 24, pp. 381- 395 ,(1981) , 10.1145/358669.358692
Boris Epshtein, Eyal Ofek, Yonatan Wexler, Pusheng Zhang, Hierarchical photo organization using geo-relevance advances in geographic information systems. pp. 18- ,(2007) , 10.1145/1341012.1341036
James Hays, Alexei A. Efros, IM2GPS: estimating geographic information from a single image computer vision and pattern recognition. pp. 1- 8 ,(2008) , 10.1109/CVPR.2008.4587784
J. Sivic, B.C. Russell, A.A. Efros, A. Zisserman, W.T. Freeman, Discovering objects and their location in images international conference on computer vision. ,vol. 1, pp. 370- 377 ,(2005) , 10.1109/ICCV.2005.77
B.C. Russell, W.T. Freeman, A.A. Efros, J. Sivic, A. Zisserman, Using Multiple Segmentations to Discover Objects and their Extent in Image Collections computer vision and pattern recognition. ,vol. 2, pp. 1605- 1614 ,(2006) , 10.1109/CVPR.2006.326