Event recognition in photo collections with a stopwatch HMM

Proceedings of the IEEE International Conference on Computer Vision

Volumn , Issue , 2013, Pages 1193-1200

  Bossard, Lukas ^a   Guillaumin, Matthieu ^a   Van, Luc ^a  

^a ETH ZURICH   (Switzerland)

Author keywords

[No Author keywords available]

Indexed keywords

HIDDEN MARKOV MODELS;

CONSECUTIVE IMAGES; DISCRIMINATIVE HIDDEN MARKOV MODELS; EVENT RECOGNITION; FEATURE POOLING; PERSONAL PHOTO COLLECTION; PHOTO COLLECTIONS; SEQUENTIAL DATA; STANDARD EVALUATIONS;

STOP WATCHES;

EID: 84898811062     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICCV.2013.151     Document Type: Conference Paper

References (30)

1. K. Barnard, P. Duygulu, N. de Freitas, D. Forsyth, D. Blei, and M. Jordan. Matching words and pictures. JMLR, 2003.
2. H. Bay, T. Tuytelaars, and L. Van Gool. SURF: Speeded Up Robust Features. In ICCV, 2006.
3. T. Berg, A. Berg, J. Edwards, M. Mair, R. White, Y. Teh, E. Learned-Miller, and D. Forsyth. Names and faces in the news. In CVPR, 2004.
4. M. Bladt and M. Srensen. Statistical inference for discretely observed markov jump processes. Journal of the Royal Statistical Society: Series B (Statistical Methodology), 2005.
5. M. Boutell. Bayesian fusion of camera metadata cues in semantic scene classification. In CVPR, 2004.
6. L. Cao, J. Luo, and T. S. Huang. Annotating photo collections by label propagation according to multiple similarity cues. In MM, 2008.
7. L. Cao, J. Luo, H. Kautz, and T. S. Huang. Image annotation within the context of personal photo collections using hierarchical event and scene models. IEEE Transactions on Multimedia, 11, 2009.
8. M. Cooper, J. Foote, A. Girgensohn, and L. Wilcox. Temporal event clustering for digital photo collections. ACM Transactions on Multimedia Computing, Communications, and Applications, 1, 2005.
9. M. Dantone, J. Gall, G. Fanelli, and L. Van Gool. Real-time facial feature detection using conditional regression forests. In CVPR, 2012.
10. A. Gaidon, Z. Harchaoui, and C. Schmid. Recognizing activities with cluster-trees of tracklets. In BMVC, 2012.
11. M. Guillaumin, T. Mensink, J. Verbeek, and C. Schmid. Face recognition from caption-based supervision. IJCV, 2012.
12. H. Izadinia and M. Shah. Recognizing complex events using large margin joint low-level event model. In ECCV, 2012.
13. D. E. King. Dlib-ml: A machine learning toolkit. JMLR, 10, 2009.
14. J. Lafferty, A. McCallum, and F. Pereira. Conditional random fields: Probabilistic models for segmenting and labeling sequence data. In ICML, 2001.
15. S. Lazebnik, C. Schmid, and J. Ponce. Beyond bags of features: Spatial pyramid matching for recognizing natural scene categories. In CVPR, 2006.
16. L. Li-Jia and L. Fei-Fei. What, where and who? Classifying events by scene and object recognition. In ICCV, 2007.
17. M. Marszalek, I. Laptev, and C. Schmid. Actions in context. In CVPR, 2009.
18. R. Mattivi, J. Uijlings, F. G. De Natale, and N. Sebe. Exploitation of time constraints for (sub-)event recognition. In J-MRE, 2011.
19. J. McAuley and J. Leskovec. Image labeling on a network: using social-network metadata for image classification. In ECCV, 2012.
20. S. Nowozin and C. H. Lampert. Structured Learning and Prediction in Computer Vision. Foundations and Trends in Computer Graphics and Vision, 6(3-4):185-365, 2011.
21. P. Over, G. M. Awad, J. Fiscus, B. Antonishek, M. Michel, A. F. Smeaton, W. Kraaij, and G. Qúenot. Trecvid 2011-an overview of the goals, tasks, data, evaluation mechanisms, and metrics. 2011.
22. J. Philbin, O. Chum, M. Isard, J. Sivic, and A. Zisserman. Object retrieval with large vocabularies and fast spatial matching. In CVPR, 2007.
23. A. Quattoni and A. Torralba. Recognizing indoor scenes. In CVPR, 2009.
24. A. Quattoni, S.Wang, L.-P. Morency, M. Collins, and T. Darrell. Hidden conditional random fields. PAMI, 29, 2007.
25. K. Tang, L. Fei-Fei, and D. Koller. Learning latent temporal structure for complex event detection. In CVPR, 2012.
26. S.-F. Tsai, L. Cao, F. Tang, and T. S. Huang. Compositional object pattern: a new model for album event recognition. In MM, 2011.
27. T. Tuytelaars, C. Lampert, M. Blaschko, and W. Buntine. Unsupervised object discovery: A comparison. IJCV, 2009.
28. C.-N. J. Yu and T. Joachims. Learning structural SVMs with latent variables. In ICML, 2009.
29. J. Yuan, J. Luo, H. Kautz, and Y. Wu. Mining GPS traces and visual words for event classification. In MIR, 2008.
30. A. L. Yuille and A. Rangarajan. The Concave-Convex Procedure. Neural Computation, 15, 2003.