Fusing Two Kinds of Virtual Samples for Small Sample Face Recognition
المؤلفون المشاركون
Qiu, Minna
Zhang, Jian
Yang, Jiayan
Ye, Liying
المصدر
Mathematical Problems in Engineering
العدد
المجلد 2015، العدد 2015 (31 ديسمبر/كانون الأول 2015)، ص ص. 1-10، 10ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2015-03-02
دولة النشر
مصر
عدد الصفحات
10
التخصصات الرئيسية
الملخص EN
Face recognition has become a very active field of biometrics.
Different pictures of the same face might include various changes of expressions, poses, and illumination.
However, a face recognition system usually suffers from the problem that nonsufficient training samples cannot convey these possible changes effectively.
The main reason is that a system has only limited storage space and limited time to capture training samples.
Many previous literatures ignored the problem of nonsufficient training samples.
In this paper, we overcome the insufficiency of training sample size problem by fusing two kinds of virtual samples and the original samples to perform small sample face recognition.
The two used kinds of virtual samples are mirror faces and symmetrical faces.
Firstly, we transform the original face image to obtain mirror faces and symmetrical faces.
Secondly, we fuse these two kinds of virtual samples to achieve the matching scores between the test sample and each class.
Finally, we integrate the matching scores to get the final classification results.
We compare the proposed method with the single virtual sample augment methods and the original representation-based classification.
The experiments on various face databases show that the proposed scheme achieves the best accuracy among the representation-based classification methods.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Qiu, Minna& Zhang, Jian& Yang, Jiayan& Ye, Liying. 2015. Fusing Two Kinds of Virtual Samples for Small Sample Face Recognition. Mathematical Problems in Engineering،Vol. 2015, no. 2015, pp.1-10.
https://search.emarefa.net/detail/BIM-1073397
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Qiu, Minna…[et al.]. Fusing Two Kinds of Virtual Samples for Small Sample Face Recognition. Mathematical Problems in Engineering No. 2015 (2015), pp.1-10.
https://search.emarefa.net/detail/BIM-1073397
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Qiu, Minna& Zhang, Jian& Yang, Jiayan& Ye, Liying. Fusing Two Kinds of Virtual Samples for Small Sample Face Recognition. Mathematical Problems in Engineering. 2015. Vol. 2015, no. 2015, pp.1-10.
https://search.emarefa.net/detail/BIM-1073397
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1073397
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
تقوم هذه الخدمة بالتحقق من التشابه أو الانتحال في الأبحاث والمقالات العلمية والأطروحات الجامعية والكتب والأبحاث باللغة العربية، وتحديد درجة التشابه أو أصالة الأعمال البحثية وحماية ملكيتها الفكرية. تعرف اكثر