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14th International Conference on Image Analysis and Processing (ICIAP 2007)
A trainable system for face detection in unconstrained environments
Modena, Italy
September 10-September 14
ISBN: 0-7695-2877-5
Augusto Destrero, Universita di Genova, Italy
Francesca Odone, Universita di Genova, Italy
Alessandro Verri, Universita di Genova, Italy
This paper describes a monitoring system that imple- ments real-time face detection. The structure of the system is based on multiple cues that discard non face areas as soon as possible: we combine motion, skin, and face de- tection. The latter is the core of our system and consists of a hierarchy of small SVM classifiers built on the output of a feature selection procedure. Following face detection, a Kalman tracking on the face region allows us to optimize re- sults over time. We present an experimental analysis of the face detection module and results obtained with the whole system on the specific task of counting people entering the scene.
Citation:
Augusto Destrero, Francesca Odone, Alessandro Verri, "A trainable system for face detection in unconstrained environments," iciap, pp.407-412, 14th International Conference on Image Analysis and Processing (ICIAP 2007), 2007
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