Latent topic model for image annotation by modeling topic correlation

Proceedings - IEEE International Conference on Multimedia and Expo

Volumn , Issue , 2013, Pages

  Xu, Xing ^a   Shimada, Atsushi ^a   Taniguchi, Rin Ichiro ^a  

^a KYUSHU UNIVERSITY   (Japan)

Author keywords

Automatic Image Annotation; Latent Topic Model; Topic Correlation

Indexed keywords

ANNOTATION PERFORMANCE; AUTOMATIC IMAGE ANNOTATION; BENCHMARK DATASETS; COMPREHENSIVE COMPARISONS; LATENT DIRICHLET ALLOCATIONS; LATENT TOPIC MODEL; NATURAL LANGUAGE PROCESSING; PROBABILISTIC TOPIC MODELS;

BENCHMARKING; BINS; EXHIBITIONS; IMAGE ANALYSIS; IMAGE RETRIEVAL; NATURAL LANGUAGE PROCESSING SYSTEMS; STATISTICS;

MODELS;

EID: 84885587069     PISSN: 19457871     EISSN: 1945788X     Source Type: Conference Proceeding    
DOI: 10.1109/ICME.2013.6607531     Document Type: Conference Paper

References (14)

1. D.M.Blei, A.Y.Ng, and M.I.Jordan, "Latent dirichlet allocation, " JMLR, pp. 993-1022, 2003.
2. D.M.Blei and J.D.Lafferty, "Correlated topic models, " in NIPS, 2006.
3. D.M.Blei and M.I.Jordan, "Modeling annotated data, " in ACM SIGIR, 2003.
4. D. Putthividhya, H.T.Attias, and S.S. Nagarajan, "Supervised topic model for automatic image annotation, " in ICASSP, 2010.
5. D.Putthividhya, H.T.Attias, and S.S.Nagarajan, "Topic regression multi-modal latent dirichlet allocation for image annotation, " in CVPR, 2010.
6. B. C. Russell, A. Torralba, K. P. Murphy, andW. T. Freeman, "Labelme: a database and web-based tool for image annotation, " IJCV, pp. 157-173, 2008.
7. C.Wang, D.M. Blei, and Feifei Li, "Simultaneous image classification and annotation, " in CVPR, 2009.
8. D. Grangier and S. Bengio, "A discriminative kernelbased model to rank images from text queries, " TPAMI, 2008.
9. Rong Jin, Shijun Wang, and Zhi-Hua Zhou, "Learning a distance metric from multi-instance multi-label data, " in CVPR, 2009.
10. Yu Xiang, Xiangdong Zhou, Tat-Seng Chua, and Chong-Wah Ngo, "A revisit of generative model for automatic image annotation using markov random fields, " in CVPR, 2009.
11. Matthieu Guillaumin, Thomas Mensink, Jakob J. Verbeek, and Cordelia Schmid, "Tagprop: Discriminative metric learning in nearest neighbor models for image auto-annotation, " in ICCV, 2009.
12. Yashaswi Verma and C. V. Jawahar, "Image annotation using metric learning in semantic neighbourhoods, " in ECCV, 2012.
13. Shaoting Zhang, Junzhou Huang, Yuchi Huang, Yang Yu, Hongsheng Li, and D.N. Metaxas, "Automatic image annotation using group sparsity, " in CVPR, 2010.
14. M. Everingham, L. VanGool, C.K.I. Williams, J. Winn, and A. Zisserman, "The pascal visual object classes challenge 2007 (voc2007) results, ".