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Ultra fast grey scale face detection using vector SIMD programming

  • ENSTA ParisTech
  • Université Paris-Saclay

Résultats de recherche: Le chapitre dans un livre, un rapport, une anthologie ou une collectionContribution à une conférenceRevue par des pairs

1 Citation (Scopus)

Résumé

This paper presents an ultra-fast detection algorithm for locating faces in grey scale videos. We first use motion detection to reduce the working area and find the approximate position of the head. Then a morphology-based technique is applied in this area to detect eye-analogue and lips-analogue regions. Next, the resulting components are used to search for potential facial features. Finally we select from the candidate triplets, the one that best represents a real face, calculating a fitness which takes into account things such as the symmetry and the proximity with the extrapolated position of the face. In order to achieve the maximal speed-up, we use the vector parallelism provided by the SIMD (Simple Instruction Multiple Data) extensions, available on most mainstream processors. The final program runs 65 times faster than the real-time. Experiments demonstrate that the success rate for single face videos reaches 85% in good conditions and can go down to 60% in harder cases. This approach can be useful in many applications, where the detection rate is not as important as the computation time, such as video face identification, or human-computer visual interfaces.

langue originaleAnglais
titreProceedings - International Conference on Signal Image Technologies and Internet Based Systems, SITIS 2007
Pages585-592
Nombre de pages8
Les DOIs
étatPublié - 1 déc. 2007
Modification externeOui
Evénement3rd IEEE International Conference on Signal Image Technologies and Internet Based Systems, SITIS'07 - Jiangong Jinjiang, Shanghai, Chine
Durée: 16 déc. 200718 déc. 2007

Série de publications

NomProceedings - International Conference on Signal Image Technologies and Internet Based Systems, SITIS 2007

Une conférence

Une conférence3rd IEEE International Conference on Signal Image Technologies and Internet Based Systems, SITIS'07
Pays/TerritoireChine
La villeJiangong Jinjiang, Shanghai
période16/12/0718/12/07

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