Evaluation of Spatiotemporal Detectors and Descriptors for Facial Expression Recognition

@article{Hayat2012EvaluationOS,
  title={Evaluation of Spatiotemporal Detectors and Descriptors for Facial Expression Recognition},
  author={M. Hayat and Mohammed Bennamoun and Amar A. El-Sallam},
  journal={2012 5th International Conference on Human System Interactions},
  year={2012},
  pages={43-47}
}
Local spatiotemporal detectors and descriptors have recently become very popular for video analysis in many applications. They do not require any preprocessing steps and are invariant to spatial and temporal scales. Despite their computational simplicity, they have not been evaluated and tested for video analysis of facial data. This paper considers two space-time detectors and four descriptors and uses bag of features framework for human facial expression recognition on BU_4DFE data set. A… CONTINUE READING

From This Paper

Figures, tables, and topics from this paper.

Citations

Publications citing this paper.
Showing 1-8 of 8 extracted citations

A Video-Based Facial Behaviour Analysis Approach to Melancholia

2017 12th IEEE International Conference on Automatic Face & Gesture Recognition (FG 2017) • 2017
View 1 Excerpt

Heart rate estimation from facial videos for depression analysis

2017 Seventh International Conference on Affective Computing and Intelligent Interaction (ACII) • 2017

References

Publications referenced by this paper.
Showing 1-10 of 25 references

Dynamic Texture Recognition Using Local Binary Patterns with an Application to Facial Expressions

IEEE Transactions on Pattern Analysis and Machine Intelligence • 2007
View 8 Excerpts
Highly Influenced

Tracking Vertex Flow and Model Adaptation for Three-Dimensional Spatiotemporal Face Analysis

IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans • 2010
View 2 Excerpts

Machine analysis of facial behaviour: naturalistic and dynamic behaviour.

Philosophical transactions of the Royal Society of London. Series B, Biological sciences • 2009
View 1 Excerpt

A high-resolution 3D dynamic facial expression database

2008 8th IEEE International Conference on Automatic Face & Gesture Recognition • 2008
View 2 Excerpts

Learning realistic human actions from movies

2008 IEEE Conference on Computer Vision and Pattern Recognition • 2008
View 3 Excerpts