Hierarchical transfer learning for online recognition of compound actions

Computer Vision and Image Understanding

Volumn 144, Issue , 2016, Pages 62-72

  Bloom, Victoria ^a,b   Argyriou, Vasileios ^a   Makris, Dimitrios ^a  

^a KINGSTON UNIVERSITY   (United Kingdom)

^b Faculty of Health and Life Sciences   (United Kingdom)

Author keywords

Hierarchical; Online action recognition; Online interaction recognition; Transfer learning

Indexed keywords

IMAGE RECOGNITION; USER INTERFACES;

ACTION RECOGNITION; ACTION RECOGNITION ALGORITHMS; ACTION SEGMENTATION; HIERARCHICAL; IMMERSIVE APPLICATION; NATURAL USER INTERFACES; ON-LINE INTERACTIONS; TRANSFER LEARNING;

MOTION ESTIMATION;

EID: 84956610367     PISSN: 10773142     EISSN: 1090235X     Source Type: Journal    
DOI: 10.1016/j.cviu.2015.12.001     Document Type: Article

References (35)

1. H. Liu, R. Feris, M. Sun Benchmarking datasets for human activity recognition T.B. Moeslund A. Hilton V. Krüger L. Sigal Visual Analysis of Humans 2011 Springer London 411 427 London
2. C. Schuldt, I. Laptev, B. Caputo Recognizing human actions: a local SVM approach Proceedings of the 17th International Conference on Pattern Recognition, 2004. ICPR 2004. 3 2004 32 36 Vol.3
3. V. Bloom, V. Argyriou, D. Makris G3Di: a gaming interaction dataset with a real time detection and evaluation framework Proceedings of European Conference on Computer Vision Workshops (ECCVW) 2014
4. J. Liu, J. Luo, M. Shah Recognizing realistic actions from videos 'in the wild Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2009 1996 2003
5. I. Laptev, M. Marszalek, C. Schmid, B. Rozenfeld Learning realistic human actions from movies Proceedings of IEEE Conference on Computer Vision and Pattern Recognition 2008 1 8
6. M.D. Rodriguez, J. Ahmed, M. Shah Action MACH A Spatio-temporal Maximum Average Correlation Height Filter for Action Recognition Proceedings of the Conference on Computer Vision and Pattern Recognition (CVPR' 2008 1 8
7. Z. Ma, Y. Yang, F. Nie, N. Sebe, S. Yan, A.G. Hauptmann Harnessing lab knowledge for real-world action recognition Int. J. Comput. Vis. 109 1-2 Apr. 2014 60 73
8. S. Fothergill, H. Mentis, P. Kohli, S. Nowozin Instructing people for training gestural interactive systems Proceedings of the SIGCHI Conference on Human Factors in Computing Systems 2012 1737 1746
9. V. Bloom, D. Makris, V. Argyriou G3D: a gaming action dataset and real time action recognition evaluation framework Proceedings of IEEE Conference on Computer Vision and Pattern Recognition Workshop (CVPRW), 2012 2012 7 12
10. S. Nowozin, J. Shotton Action points: a representation for low-latency online human action recognition Tech. Rep 2012 1 18
11. J.K. Aggarwal, M.S. Ryoo Human activity analysis: a review ACM Comput. Surv. 43 3 Apr. 2011 16:1 16:43
12. J. Han, L. Shao, D. Xu, J. Shotton Enhanced computer vision with microsoft kinect sensor: a review IEEE Trans. Cybern. 43 5 Oct. 2013 1318 1334
13. A. Chaaraoui, F. Flórez-Revuelta Continuous human action recognition in ambient assisted living scenarios Proceedings of the First International Workshop on Enhanced Living EnvironMENTs (ELEMENT) 2014 1 8
14. V. Bloom, V. Argyriou, D. Makris Dynamic feature selection for online action recognition Human Behavior Understanding LNCS 2013 Springer International Publishing Switzerland 64 76 Lecture Notes in Computer Science
15. X. Zhao, X. Li, C. Pang, X. Zhu, Q.Z. Sheng Online human gesture recognition from motion data streams Proceedings of ACM Multi-Media 2013 2013 23 32
16. V. Bloom, D. Makris, V. Argyriou Clustered Spatio-temporal Manifolds for Online Action Recognition Proceedings of the International Conference on Pattern Recognition (ICPR) 2014 3963 3968
17. S. Pan, Q. Yang A survey on transfer learning Data Eng. IEEE Trans. 22 10 2010
18. A. Farhadi, M. Tabrizi Learning to recognize activities from the wrong view point Proceedings of Computer Vision-ECCV 2008 2008 154 166
19. J. Liu, M. Shah Cross-view action recognition via view knowledge transfer Comput. Vis. 2011
20. D. Weinland, R. Ronfard, E. Boyer Free viewpoint action recognition using motion history volumes Comput. Vis. Image Underst. 104 2-3 Nov. 2006 249 257
21. L. Cao, Z. Liu, T. Huang Cross-dataset action detection Comput. Vis. Pattern 2010
22. Y. Wang, D. Tran, Z. Liao Learning hierarchical poselets for human parsing Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition 2011 1705 1712
23. Y. Tian, C. Zitnick, S. Narasimhan Exploring the spatial hierarchy of mixture models for human pose estimation Proceedings of Computer Vision-ECCV 2012 2012
24. L. Raskin, M. Rudzsky, E. Rivlin Using hierarchical models for 3D human body-part tracking Image Anal 2009 11 20
25. J. Darby, B. Li, N. Costen, D. Fleet, N. Lawrence Backing off: hierarchical decomposition of activity for 3D novel pose recovery Proceedings of BMVC 2009
26. A. Moutzouris, J. Martinez-del-Rincon, J.-C. Nebel, D. Makris Efficient tracking of human poses using a manifold hierarchy Comput. Vis. Image Underst. 132 2014 75 86
27. L. Han, X. Wu, W. Liang, G. Hou, Y. Jia Discriminative human action recognition in the learned hierarchical manifold space Image Vis. Comput. 28 5 May 2010 836 849
28. Y. Song, L. Morency, R. Davis Action recognition by hierarchical sequence summarization Proceedings of IEEE Conference on Computer Vision and Pattern Recognition 2013 3562 3569
29. J. Shotton, A. Fitzgibbon, M. Cook, T. Sharp, M. Finocchio, R. Moore, A. Kipman, and A. Blake, Real-time human pose recognition in parts from single depth images, Communications of the ACM, vol. 2, no. 3. IEEE, 2011, pp. 1297-1304.
30. M. Lewandowski, D. Makris, J. Nebel Temporal extension of Laplacian eigenmaps for unsupervised dimensionality reduction of time series Proceedings of International Conference on Pattern Recognition 2010 161 164
31. T. Kanungo, D.M. Mount, N.S. Netanyahu, A.Y. Wu, C.D. Piatko A local search approximation algorithm for k-means clustering Proceedings of Special Issue 18th Annual Symposium on Computational Geometry - SoCG2002 28 2003 89 112
32. P. Senin, Dynamic Time Warping Algorithm Review, University of Hawaii, USA, 2008.
33. I. Kviatkovsky, E. Rivlin, I. Shimshoni Online action recognition using covariance of shape and motion Comput. Vis. Image Underst. 129 Dec. 2014 15 26
34. S.K. Card, G.G. Robertson, J.D. Mackinlay The information visualizer: an information workspace Proceedings of ACM CHI 1991 181 188
35. J. Shotton, A. Fitzgibbon, M. Cook, T. Sharp, M. Finocchio, R. Moore, A. Kipman, A. Blake Real-time human pose recognition in parts from a single depth image Proceedings of IEEE CVPR 2011