一个集成的工具,虚拟恢复拜占庭图标

A. Maronidis, C. Voutounos, A. Lanitis
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引用次数: 1

摘要

提出了一种可用于拜占庭图标中出现的面部损伤检测、形状恢复和纹理恢复的集成工具。损伤检测过程包括使用训练好的主成分分析(PCA)纹理模型对人脸图像区域进行编码和重建后得到的残差进行估计。形状恢复是使用基于模型的方法完成的,该方法采用了考虑到拜占庭风格肖像画家采用的一组几何规则而生成的3D形状模型。使用自定义版本的递归PCA技术执行纹理恢复。为此,使用专用PCA纹理模型来表示图标中出现的不同类别的人脸。作为项目一部分开发的所有方法都被纳入一个用户友好的应用程序,业余爱好者和专业人士都可以使用。指示性的可视化和定量结果显示了所开发应用的潜力。
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An integrated tool for virtual restoration of Byzantine icons
An integrated tool that can be used for damage detection, shape restoration and texture restoration of faces appearing in Byzantine icons, is presented. The damage detection process involves the estimation of residuals obtained after the coding and reconstruction of face image regions using trained Principal Component Analysis (PCA) texture models. Shape restoration is accomplished using a model-based approach that employs a 3D shape model generated by taking into account a set of geometrical rules adopted by Byzantine style iconographers. Texture restoration is performed using a customized version of the recursive PCA technique. For this purpose dedicated PCA texture models representing different categories of faces appearing in icons, are used. All methods developed as part of the project are incorporated into a user-friendly application, which can be utilized by both amateurs and professionals. Indicative visual and quantitative results show the potential of the developed application.
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