Learning AAM fitting through simulation

@article{Saragih2009LearningAF,
  title={Learning AAM fitting through simulation},
  author={Jason M. Saragih and Roland Goecke},
  journal={Pattern Recognition},
  year={2009},
  volume={42},
  pages={2628-2636}
}
The active appearance model (AAM) is a powerful method for modeling and segmenting deformable visual objects. The utility of the AAM stems from two fronts: its compact representation as a linear object class and its rapid fitting procedure, which utilizes fixed linear updates. Although the original fitting procedure works well for objects with restricted variability when initialization is close to the optimum, its efficacy deteriorates in more general settings, with regards to both accuracy and… CONTINUE READING

Citations

Publications citing this paper.
SHOWING 1-10 OF 58 CITATIONS, ESTIMATED 97% COVERAGE

A Unified Framework for Compositional Fitting of Active Appearance Models

  • International Journal of Computer Vision
  • 2016
VIEW 10 EXCERPTS
CITES BACKGROUND & METHODS
HIGHLY INFLUENCED

Depression analysis: a multimodal approach

  • ICMI
  • 2012
VIEW 10 EXCERPTS
CITES METHODS & BACKGROUND
HIGHLY INFLUENCED

A Quadratic Deformation Model for Facial Expression Recognition

  • 2009 Digital Image Computing: Techniques and Applications
  • 2009
VIEW 5 EXCERPTS
CITES BACKGROUND & METHODS
HIGHLY INFLUENCED

Advances in compositional fitting of active appearance models

VIEW 5 EXCERPTS
CITES BACKGROUND & METHODS
HIGHLY INFLUENCED

An Automated Framework for Depression Analysis

  • 2013 Humaine Association Conference on Affective Computing and Intelligent Interaction
  • 2013
VIEW 3 EXCERPTS
CITES METHODS
HIGHLY INFLUENCED

Group expression intensity estimation in videos via Gaussian Processes

  • Proceedings of the 21st International Conference on Pattern Recognition (ICPR2012)
  • 2012
VIEW 3 EXCERPTS
CITES METHODS

FILTER CITATIONS BY YEAR

2009
2018

CITATION STATISTICS

  • 11 Highly Influenced Citations

References

Publications referenced by this paper.
SHOWING 1-10 OF 32 REFERENCES

Active Appearance Models Revisited

  • International Journal of Computer Vision
  • 2004
VIEW 17 EXCERPTS
HIGHLY INFLUENTIAL

Lucas-Kanade 20 Years On: A Unifying Framework

  • International Journal of Computer Vision
  • 2002
VIEW 15 EXCERPTS
HIGHLY INFLUENTIAL

A Nonlinear Discriminative Approach to AAM Fitting

  • 2007 IEEE 11th International Conference on Computer Vision
  • 2007
VIEW 4 EXCERPTS

Shape Regression Machine

VIEW 5 EXCERPTS
HIGHLY INFLUENTIAL

Fast Active Appearance Model Search Using Canonical Correlation Analysis

  • IEEE Transactions on Pattern Analysis and Machine Intelligence
  • 2006
VIEW 4 EXCERPTS
HIGHLY INFLUENTIAL

Adaptive active appearance models

  • IEEE Transactions on Image Processing
  • 2005
VIEW 4 EXCERPTS
HIGHLY INFLUENTIAL

Interpreting face images using active appearance models

  • Proceedings Third IEEE International Conference on Automatic Face and Gesture Recognition
  • 1998
VIEW 5 EXCERPTS
HIGHLY INFLUENTIAL

F

M. Nguyen
  • De la Torre Frade, Local minima free parameterized appearance models, in: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition
  • 2008
VIEW 3 EXCERPTS