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A Spiking Neural Network Based Cortex-Like Mechanism and Application to Facial Expression Recognition
المؤلفون المشاركون
Yang, Guo-Sheng
Fu, Si-Yao
Kuai, Xin-Kai
المصدر
Computational Intelligence and Neuroscience
العدد
المجلد 2012، العدد 2012 (31 ديسمبر/كانون الأول 2012)، ص ص. 1-13، 13ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2012-10-30
دولة النشر
مصر
عدد الصفحات
13
التخصصات الرئيسية
الملخص EN
In this paper, we present a quantitative, highly structured cortex-simulated model, which can be simply described as feedforward, hierarchical simulation of ventral stream of visual cortex using biologically plausible, computationally convenient spiking neural network system.
The motivation comes directly from recent pioneering works on detailed functional decomposition analysis of the feedforward pathway of the ventral stream of visual cortex and developments on artificial spiking neural networks (SNNs).
By combining the logical structure of the cortical hierarchy and computing power of the spiking neuron model, a practical framework has been presented.
As a proof of principle, we demonstrate our system on several facial expression recognition tasks.
The proposed cortical-like feedforward hierarchy framework has the merit of capability of dealing with complicated pattern recognition problems, suggesting that, by combining the cognitive models with modern neurocomputational approaches, the neurosystematic approach to the study of cortex-like mechanism has the potential to extend our knowledge of brain mechanisms underlying the cognitive analysis and to advance theoretical models of how we recognize face or, more specifically, perceive other people’s facial expression in a rich, dynamic, and complex environment, providing a new starting point for improved models of visual cortex-like mechanism.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Fu, Si-Yao& Yang, Guo-Sheng& Kuai, Xin-Kai. 2012. A Spiking Neural Network Based Cortex-Like Mechanism and Application to Facial Expression Recognition. Computational Intelligence and Neuroscience،Vol. 2012, no. 2012, pp.1-13.
https://search.emarefa.net/detail/BIM-510402
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Fu, Si-Yao…[et al.]. A Spiking Neural Network Based Cortex-Like Mechanism and Application to Facial Expression Recognition. Computational Intelligence and Neuroscience No. 2012 (2012), pp.1-13.
https://search.emarefa.net/detail/BIM-510402
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Fu, Si-Yao& Yang, Guo-Sheng& Kuai, Xin-Kai. A Spiking Neural Network Based Cortex-Like Mechanism and Application to Facial Expression Recognition. Computational Intelligence and Neuroscience. 2012. Vol. 2012, no. 2012, pp.1-13.
https://search.emarefa.net/detail/BIM-510402
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-510402
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
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