Learning a discriminative model for image annotation

APSIPA ASC 2011 - Asia-Pacific Signal and Information Processing Association Annual Summit and Conference 2011

Volumn , Issue , 2011, Pages 374-379

  Hu, Jiwei ^a   Sun, Chensheng ^a   Lam, Kin Man ^a  

^a HONG KONG POLYTECHNIC UNIVERSITY   (Hong Kong)

Author keywords

[No Author keywords available]

Indexed keywords

DATA SETS; DISCRIMINATIVE MODELS; FEATURE VECTORS; HYPERGRAPH; IMAGE ANNOTATION; KERNEL METHODS; TRAINING IMAGE; TRAINING PROCESS; TRAINING SAMPLE;

DATA PROCESSING;

IMAGE ANALYSIS;

EID: 84866863824     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (20)

1. Shaoting Zhang, Junzhou Huang and etc, "Automatic Image Annotation Using Group Sparisty, " CVPR 2010, pp.3312-3373.
2. Yuchi Huang, Qingshan Liu and etc, "Image Retrieval via Probabilistic Hypergraph Ranking, " CVPR 2010, pp.3376-3383.
3. David Grangier and Samy Bengio, "A Discriminative Kernel- Based Model to Rank Images from Text Queries, " IEEE TPAMI, vol.30, no.8, pp. 1371-1384, Aug. 2008.
4. M.Grubinger, T.Mensink, J.Verbeek, and C.Schmid "Tagprop: Discriminative Metric Learning In Nearest Neighbor Models for Image Auto-Annotations, " ICCV 2009, pp. 309-314.
5. V.Lavrenko, R.Manmatha and J.Jeon. "A Model For Learning the Semantic of Pictures, " NIPS 2003.
6. D. Metzler and R. Manmatha, "An Inference Network Approach to Image, " CIVR 2004, pp. 42-50.
7. A. Yavlinsky, E. Schofield, and S. Ruger. "Automatic Image Annotation Using Global Features and Robust Nonparametric Density Estimation, " CIVR 2005, pp.507-517.
8. G. Carneiro, A.B. Chan et al., "Supervised Learning of Semantic Classes For Image Annotation and Retrieval, " IEEE TPAMI, vol.29, no 3, pp. 394-410, 2007;.
9. J. Liu, M. Li, Q. Liu, et al., "Image Annotation via Graph Learning, " Pattern Recogn, vol.42, no2, pp.218-228, 2009.
10. S.L. Feng, R. Manmatha, and V. Lavrenko, "Multiple Bernoulli Relevance Models for Image and Video Annotation." CVPR 2004, vol.2, pp.1002-1009.
11. A. Makadia, V. Pavlovic, and S. Kumar, "A New Baseline for Image Annotation, " ECCV 2008.
12. G. Qiu, "Image indexing using a coloured pattern appearance model, " Proc. Storage and Retrieval for Media Databases 2001.
13. Jiwei Hu, Kin-Man Lam, and Guoping Qiu, "A Hierarchical Algorithm for Image Multi-labeling, " ICIP 2010.
14. Jianke Zhu, Steven C.H.Hoi, Michael R. Lyu and Shuicheng Yan, "Near-Duplicate Keyframe Retrieval by Nonrigid Image Matching, " ACM Multimedia 2008, .
15. D. Zhou, J.Huang, and B.Scholkopf, "Learning with Hypergraphs: Clustering, Classification, and Embedding, " NIPS 2006.
16. Jianbo Shi and Jitendra Malik, "Normalized Cuts and Image Segmentation, " IEEE TPAMI, vol.22, no.8, pp.888-905 Aug. 2000.
17. K.Barnard, P.Duygulu and etc, "Matching Words and Pictures, " Journal of Machine Learning Research, vol.3, pp.1107-1135, 2003.
18. F.Monay and D.Gatica-Perez, "Plsa-Based Image Auto- Annotation: Constraining the Latent Space, " ACM Multi-media, pp. 348-351, 2004.
19. H.Zhang, A.Berg, M.Maire, and J.Mailik, "SVM-KNN: Discriminative Nearest Neighbor Classification for Visual Category Recognition" CVPR 2006, pp.2126-2136.
20. Le, Q. V., Smola, A., Chapelle, O., & Teo, C. H., "Optimization of Ranking Measures, " accepted by Journal of Machine Learning Research, 2010.