Sentence-based image description with scalable, explicit models

IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops

Volumn , Issue , 2013, Pages 294-300

  Hodosh, Micah ^a   Hockenmaier, Julia ^a  

^a UNIVERSITY OF ILLINOIS AT URBANA CHAMPAIGN   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BAG-OF-WORDS MODELS; EXPLICIT MODELS; IMAGE DESCRIPTIONS; IMAGE TAGGING; SENTENCE-BASED; VERY LARGE DATUM;

PATTERN RECOGNITION;

INFORMATION RETRIEVAL;

EID: 84884918162     PISSN: 21607508     EISSN: 21607516     Source Type: Conference Proceeding    
DOI: 10.1109/CVPRW.2013.51     Document Type: Conference Paper

References (25)

1. F. R. Bach and M. I. Jordan. Kernel independent component analysis. JMLR, 3:1-48, 2002.
2. A. Berg, J. Deng, and L. Fei-Fei. Imagenet large scale visual recognition challenge 2010 http://www.imagenet. org/challenges/lsvrc/2010/, 2010.
3. A. Bergamo and L. Torresani. Meta-class features for largescale object categorization on a budget. In CVPR, 2012.
4. J. Deng, W. Dong, R. Socher, L.-J. Li, K. Li, and L. Fei-Fei. ImageNet: A Large-Scale Hierarchical Image Database. In CVPR, 2009.
5. R.-E. Fan, K.-W. Chang, C.-J. Hsieh, X.-R. Wang, and C.-J. Lin. LIBLINEAR: A library for large linear classification. JMLR, 9:1871-1874, 2008.
6. P. V. Gehler and S. Nowozin. On feature combination for multiclass object classification. In ICCV, 2009.
7. D. Grangier and S. Bengio. A discriminative kernel-based approach to rank images from text queries. PAMI, 30:1371-1384, August 2008.
8. G. Griffin, A. Holub, and P. Perona. Caltech-256 object category dataset. 2007.
9. A. Gupta, Y. Verma, and C. V. Jawahar. Choosing linguistics over vision to describe images. In AAAI, 2012.
10. D. R. Hardoon, S. R. Szedmak, and J. R. Shawe-taylor. Canonical correlation analysis: An overview with application to learning methods. Neural Comput., 16:2639-2664, December 2004.
11. M. Hodosh, P. Young, and J. Hockenmaier. Framing image description as a ranking task: data, models and evaluation metrics. In Submission
12. T. Joachims. Optimizing search engines using clickthrough data. In KDD, pages 133-142, 2002.
13. G. Kulkarni, V. Premraj, S. Dhar, S. Li, Y. Choi, A. C. Berg, and T. L. Berg. Baby talk: Understanding and generating simple image descriptions. In CVPR, 2011.
14. P. Kuznetsova, V. Ordonez, A. Berg, T. Berg, and Y. Choi. Collective generation of natural image descriptions. In ACL, 2012.
15. S. Lazebnik, C. Schmid, and J. Ponce. Spatial pyramid matching. In B. S. S. Dickinson, A. Leonardis and M. Tarr, editors, Object Categorization: Computer and Human Vision Perspectives, chapter 21, pages 401-415. Cambridge University Press, 2009.
16. C.-Y. Lin. Rouge: A package for automatic evaluation of summaries. In Text Summarization Branches Out: Proceedings of the ACL-04 Workshop, 2004.
17. D. G. Lowe. Distinctive image features from scale-invariant keypoints. IJCV, 60:91-110, November 2004.
18. M. Mitchell, J. Dodge, A. Goyal, K. Yamaguchi, K. Stratos, X. Han, A. Mensch, A. Berg, T. Berg, and H. Daume III. Midge: Generating image descriptions from computer vision detections. In EACL, 2012.
19. V. Ordonez, G. Kulkarni, and T. L. Berg. Im2text: Describing images using 1 million captioned photographs. In NIPS. 2011.
20. K. Papineni, S. Roukos, T. Ward, and W.-J. Zhu. Bleu: a method for automatic evaluation of machine translation. In ACL, 2002.
21. C. Rashtchian, P. Young, M. Hodosh, and J. Hockenmaier. Collecting image annotations using Amazon's Mechanical Turk. In NAACL HLT 2010 Workshop on Creating Speech and Language Data with Amazon's Mechanical Turk, 2010.
22. D. Sculley. Large scale learning to rank. In NIPS 2009 Workshop on Advances in Ranking, 2009.
23. S. Shalev-Shwartz, Y. Singer, and N. Srebro. Pegasos: Primal estimated sub-gradient solver for svm. In ICML, 2007.
24. M. Varma and A. Zisserman. A statistical approach to texture classification from single images. IJCV, 62:61-81, April 2005.
25. A. Vedaldi and A. Zisserman. Efficient additive kernels via explicit feature maps. PAMI, 34(3), 2011.