Movatterモバイル変換


[0]ホーム

URL:


Skip to main content

Advertisement

Springer Nature Link
Log in

Human Action Recognition under Partial Occlusions

  • Conference paper

Part of the book series:Lecture Notes in Computer Science ((LNIP,volume 7887))

Included in the following conference series:

  • 2018Accesses

Abstract

This paper addresses the problem of human activity recognition under partial occlusions and viewpoint changes. We tackle with these problems by means of a novel temporal template denoted as Histogram of Normalized Optical Flow (HoNOF) and a set of HMM-based classifiers. Experiments have been conducted on the IXMAS data set for training and the EPFL-IXMAS data set for testing, showing the good behavior of this approach.

This is a preview of subscription content,log in via an institution to check access.

Access this chapter

Subscribe and save

Springer+ Basic
¥17,985 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Chapter
JPY 3498
Price includes VAT (Japan)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
JPY 11439
Price includes VAT (Japan)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
JPY 14299
Price includes VAT (Japan)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide -see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

Similar content being viewed by others

References

  1. Weinland, D., Ronfard, R., Boyer, E.: A Survey of Vison-Based Methods for Action Representation, Segmentation and Recogniton. Comput. Vis. Image Underst. 115(2), 224–241 (2011)

    Article  Google Scholar 

  2. Bobick, A.F., Davis, J.W.: The recognition of human movement using temporal templates. IEEE Trans. on PAMI 23(3), 257–267 (2001)

    Article  Google Scholar 

  3. Orrite, C., Martinez-Contreras, F., Herrero, E., Ragheb, H., Velastin, S.A.: Independent Viewpoint Silhouette-based Human Action Modelling and Recognition. In: Proceedings of the International Workshop on Machine Learning for Vision-based Motion Analysis, MLVMA 2008 (2008)

    Google Scholar 

  4. Wang, Y., Sabzmeydani, P., Mori, G.: Semi-latent dirichlet allocation: a hierarchical model for human action recognition. In: Workshop on Human Motion Understanding, Modeling, Capture and Animation (2007)

    Google Scholar 

  5. Fathi, A., Mori, G.: Action recognition by learning mid-level motion features. In: Conference on Computer Vision and Pattern Recognition, pp. 1–8 (2008)

    Google Scholar 

  6. Zelnik-Manor, L., Irani, M.: Event-based video analysis. In: CVPR 2001 (2001)

    Google Scholar 

  7. Thurau, C., Hlavac, V.: Pose primitive based human action recognition in videos or still images. In: Proceedings of CVPR 2008, pp. 1–8 (2008)

    Google Scholar 

  8. Weinland, D., Ozytsal, M., Fua, P.: Making actiuon recognition robus to occulsions and viewpoint changes. Proceedings ECCV 2010, pp. 635–648 (2010)

    Google Scholar 

  9. Gilbert, A., Illingworth, J., Bowden, R.: Fast Realistic Multi-Action Recognition using Mined Dense Spatio-temporal Features. In: ICCV 2009 (2009)

    Google Scholar 

  10. Niebles, J.C., Chen, C.-W., Fei-Fei, L.: Modeling Temporal Structure of Decomposable Motion Segments for Activity Classification. In: Daniilidis, K., Maragos, P., Paragios, N. (eds.) ECCV 2010, Part II. LNCS, vol. 6312, pp. 392–405. Springer, Heidelberg (2010)

    Chapter  Google Scholar 

  11. http://perception.inrialpes.fr (2000)

Download references

Author information

Authors and Affiliations

  1. Instituto de Investigacion en Ingenieria de Aragon, University of Zaragoza, Spain

    Carlos Orrite, Mario Rodriguez & Elías Herrero

  2. Indra Software Labs, Spain

    Pedro Monforte

Authors
  1. Carlos Orrite

    You can also search for this author inPubMed Google Scholar

  2. Pedro Monforte

    You can also search for this author inPubMed Google Scholar

  3. Mario Rodriguez

    You can also search for this author inPubMed Google Scholar

  4. Elías Herrero

    You can also search for this author inPubMed Google Scholar

Editor information

Editors and Affiliations

  1. Institute for Systems and Robotics, Instituto Superior Técnico, Portugal

    João M. Sanches

  2. University of Alicante, Spain

    Luisa Micó

  3. INESC and University of Porto, Porto, Portugal

    Jaime S. Cardoso

Rights and permissions

Copyright information

© 2013 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Orrite, C., Monforte, P., Rodriguez, M., Herrero, E. (2013). Human Action Recognition under Partial Occlusions. In: Sanches, J.M., Micó, L., Cardoso, J.S. (eds) Pattern Recognition and Image Analysis. IbPRIA 2013. Lecture Notes in Computer Science, vol 7887. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-38628-2_47

Download citation

Publish with us

Access this chapter

Subscribe and save

Springer+ Basic
¥17,985 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Chapter
JPY 3498
Price includes VAT (Japan)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
JPY 11439
Price includes VAT (Japan)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
JPY 14299
Price includes VAT (Japan)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide -see info

Tax calculation will be finalised at checkout

Purchases are for personal use only


[8]ページ先頭

©2009-2025 Movatter.jp