IEEE Trans Image Process - Face recognition using ensemble string matching.

Tópicos

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Resumo

In this paper, we present a syntactic string matching approach to solve the frontal face recognition problem. String matching is a powerful partial matching technique, but is not suitable for frontal face recognition due to its requirement of globally sequential representation and the complex nature of human faces, containing discontinuous and non-sequential features. Here, we build a compact syntactic Stringface representation, which is an ensemble of strings. A novel ensemble string matching approach that can perform non-sequential string matching between two Stringfaces is proposed. It is invariant to the sequential order of strings and the direction of each string. The embedded partial matching mechanism enables our method to automatically use every piece of non-occluded region, regardless of shape, in the recognition process. The encouraging results demonstrate the feasibility and effectiveness of using syntactic methods for face recognition from a single exemplar image per person, breaking the barrier that prevents string matching techniques from being used for addressing complex image recognition problems. The proposed method not only achieved significantly better performance in recognizing partially occluded faces, but also showed its ability to perform direct matching between sketch faces and photo faces.

Resumo Limpo

paper present syntact string match approach solv frontal face recognit problem string match power partial match techniqu suitabl frontal face recognit due requir global sequenti represent complex natur human face contain discontinu nonsequenti featur build compact syntact stringfac represent ensembl string novel ensembl string match approach can perform nonsequenti string match two stringfac propos invari sequenti order string direct string embed partial match mechan enabl method automat use everi piec nonocclud region regardless shape recognit process encourag result demonstr feasibl effect use syntact method face recognit singl exemplar imag per person break barrier prevent string match techniqu use address complex imag recognit problem propos method achiev signific better perform recogn partial occlud face also show abil perform direct match sketch face photo face

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