Analysis of Cypriot Icon Faces using ICA-Enhanced Active Shape Model Representation
Guifang Duan (1), Neela Sawant (3), James Z. Wang (3,5),
Dean Snow (4), Danni Ai (2) and Yen-Wei Chen (2)
(1) The Institute of Science & Engineering, Ritsumeikan University, Kusatsu, Japan
(2) Graduate School of Science and Engineering, Ritsumeikan University, Kusatsu, Japan
(3) College of Information Sciences and Technology, The Pennsylvania State University, University Park, PA, USA
(4) Department of Anthropology, The Pennsylvania State University, University Park, PA, USA
(5) Office of International Science and Engineering, National Science Foundation, Arlington, USA
Abstract:
Religious iconography is an integral component of the cultural
heritage of Cyprus, which was once a part of the great Byzantine
empire. On one hand, icons exhibit strict adherence to conventional
symbols, poses and apparel. On the other hand, there is a great
variety in the style of depiction that can be attributed to different
schools and periods of Cypriot history. In this paper, we propose an
active shape model (ASM) based technique to represent facial
characteristics of icons. Such representation can potentially be used
to compare icon styles and identify attributes of unidentified
icons. For centuries-old icons suffering from loss of paint, cracks
and added noise from digitization artifacts, we apply an independent
component analysis (ICA) technique to enhance the paintings' original
work. The experimental results show that our method can effectively
characterize Cypriot icons.
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Citation:
Guifang Duan, Neela Sawant, James Z. Wang, Dean Snow, Danni Ai and
Yen-Wei Chen, ``Analysis of Cypriot Icon Faces using ICA-Enhanced
Active Shape Model Representation,'' Proceedings of the ACM Multimedia
Conference, pp. 901-904, Scottsdale, Arizona, ACM, November 2011.
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Last Modified:
August 14, 2011
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