Multilabel image annotation based on double-layer PLSA model

Scientific World Journal

Volumn 2014, Issue , 2014, Pages

  Zhang, Jing ^a,b   Li, Da ^a   Hu, Weiwei ^a   Chen, Zhihua ^a   Yuan, Yubo ^a  

^a EAST CHINA UNIVERSITY OF SCIENCE AND TECHNOLOGY   (China)

^b NANJING UNIVERSITY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

ACCURACY; ARTICLE; IMAGE RETRIEVAL; LEARNING ALGORITHM; PREDICTION; PROBABILISTIC LATENT SEMANTIC ANALYSIS; PROBABILITY; SEMANTICS; SUPPORT VECTOR MACHINE; ARTIFICIAL INTELLIGENCE; AUTOMATED PATTERN RECOGNITION; COMPUTER ASSISTED DIAGNOSIS; PROCEDURES; STATISTICAL MODEL; THEORETICAL MODEL;

ARTIFICIAL INTELLIGENCE; IMAGE INTERPRETATION, COMPUTER-ASSISTED; MODELS, STATISTICAL; MODELS, THEORETICAL; PATTERN RECOGNITION, AUTOMATED;

EID: 84903650037     PISSN: 23566140     EISSN: 1537744X     Source Type: Journal    
DOI: 10.1155/2014/494387     Document Type: Article

References (21)

1. Smeulders A. W. M., Worring M., Santini S., Gupta A., Jain R., Content-based image retrieval at the end of the early. IEEE Transactions on Pattern Analysis and Machine Intelligence 2000 22 12 1349 1380 10.1109/34.895972 (Pubitemid 32088465)
2. Blei D. M., David M., Andrew Y., Michael I., Latent dirichlet allocation. Journal of Machine Learning Research 2003 3 4-5 993 1022 10.1162/jmlr.2003.3.4- 5.993
3. Hofmann T., Unsupervised learning by probabilistic latent semantic analysis. Machine Learning 2001 42 1-2 177 196 2-s2.0-0034818212 10.1023/A:1007617005950 (Pubitemid 32872403)
4. Wang Y., Mei T., Gong S., Hua X. S., Combining global, regional and contextual features for automatic image annotation. Pattern Recognition 2009 42 2 259 266 2-s2.0-53449100015 10.1016/j.patcog.2008.05.010
5. Duygulu P., Barnard K., de Freitas N., Forsyth D., Heyden A., Sparr G., Nielsen M., Johansen P., Object recognition as machine translation: learning a lexicon for a fixed image vocabulary. Computer Vision 2002 2353 Berlin, Germany Springer 97 112 Lecture Notes in Computer Science 10.1007/3-540-47979-1-7
6. Kobus Barnard K., Duygulu P., de Freitas N., Forsyth D., Blei D., Jordan M. I., Matching words and pictures. Journal of Machine Learning Research 2003 3 2 1107 1135
7. Jeon J., Lavrenko V., Manmatha R., Automatic image annotation and re-trieval using cross-media relevance modelsIn. Proceedings of the 26th Annual International ACM SIGIR Conference on Research and Development in Informaion Retrieval (SIGIR '03) 2003 New York, NY, USA ACM Press 119 126 10.1145/860435.860459
8. Lavrenko V., Manmatha R., Jeon J. A., Thrun S., Saul L. K., Schölkopf B., A model for learning the semantics of pictures. Advances Neural Information Processing Systems 2004 16 Cambridge, Mass, USA MIT Press 553 560
9. Zhang J., Hu W., Multi-label image annotation based on multi-model. Proceedings of ACM International Conference on Ubiguitous Information Management and Communication (ICUIMC '13) January 2013 Kota Kinabalu, Malaysia article 21 10.1145/2448556.2448577
10. Blei D. M., Jordan M. I., Modeling annotated data. Proceedings of the 26th Annual International ACM SIGIR Conference on Research and Development in Informaion Retrieval (SIGIR '03) 2003 ACM Press 127 134 10.1145/860435.860460
11. Monay F., Gatica-Perez D., Modeling semantic aspects for cross-media image indexing. IEEE Transactions on Pattern Analysis and Machine Intelligence 2007 29 10 1802 1817 2-s2.0-36048970829 10.1109/TPAMI.2007.1097
12. Li Z. X., Shi Z. P., Li Z. Q., Shi Z. Z., Automatic image annotation by fusing semantic topics. Journal of Software 2011 22 4 801 812 2-s2.0-79955949229 10.3724/SP.J.1001.2011.03742
13. Akcay H. G., Aksoy S., Automated detection of objects using multiple hierarchical segmentations. Proceedings of the IEEE International Geoscience and Remote Sensing Symposium (IGARSS '07) July 2007 Barcelona, Spain 1468 1471 2-s2.0-45849104077 10.1109/IGARSS.2007.4423085
14. Zhuang L., She L., Jiang Y., Tang K., Yu N., Image classification via semi-supervised pLSA. Proceedings of the 5th International Conference on Image and Graphics (ICIG '09) September 2009 Xi'an, China 205 208 2-s2.0-77952254913 10.1109/ICIG.2009.153
15. Hofmann T., Probabilistic latent semantic indexing. Proceedings of the 22nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR '99) 1999 50 57 10.1145/312624.312649
16. Larlus D., Verbeek J., Jurie F., Category level object segmentation by combining bag-of-words models and markov random fields. Institut National de Recherche en Informatique et en Automation, 2008
17. Wu L., Hoi S. C. H., Yu N., Semantics-preserving bag-of-words models for efficient image annotation. Proceedings of the 1st ACM Workshop on Large-Scale Multimedia Retrieval and Mining (LS-MMRM '09) October 2009 ACM 19 26 2-s2.0-72449143610 10.1145/1631058.1631064
18. Dalal N., Triggs W., Histograms of oriented gradients for human detection. 1 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR '05) June 2005 San Diego, Calif, USA 886 893 2-s2.0-33645146449 10.1109/CVPR.2005.177 (Pubitemid 43897286)
19. Lazebnik S., Schmid C., Ponce J., Beyond bags of features: spatial pyramid matching for recognizing natural scene categories. 2 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR '06) June 2006 2169 2178 2-s2.0-33845572523 10.1109/CVPR.2006.68 (Pubitemid 44931582)
20. Fang S. L., Manmatha R., Lavrenko V., Multiple bernoulli relevance models for image and video annotation. 2 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR '04) July 2004 IEEE Computer Society Press 1002 1009 10.1109/CVPR.2004.1315274
21. Zhang J., Zhao Y., Li D., Chen Z., Yuan Y., Representation of image content of image content with multi-scale segmentation. Proceedings of the IEEE International Conference of Machine Learning and Cybernetics (ICMLC '13) July 2013 Tianjin, China 14 17