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Virtual human modeling from photographs for garment industry

机译:服装行业照片的虚拟人体建模

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摘要

The research presented in this paper is to develop a technique of virtual human modeling for the garment industry from two photographs of a human body in two orthogonal views. Firstly, an efficient segmentation method is applied on the two photographs to obtain the contours of the human body. After this, a template-based feature extraction algorithm is introduced to determine the feature points on the human contours by human morphology rules. Finally, a view-dependent deformation technique is described to construct the virtual human body by using human contours. Our segmentation algorithm is derived from the Mumford-Shah segmentation technology and the level set formulation, and it is accelerated by applying multi-pyramid levels. The deformation technique is related to axial deformation. With our deformation method, the reference silhouettes (the front-view and right-view silhouettes of the template human model) and the target silhouettes (the front-view and right-view silhouettes of the human body from the photographs) are used to deform the template human model, which is represented by a polygonal mesh with predefined features. The self-intersection problem in the axial deformation is solved in our deformation approach. Compared with other virtual human modeling approaches, the speed of constructing the human model is increased; and our deformation technique has better continuity and local deformation properties. At the end of the paper, some potential applications for the garment industry are given to demonstrate the functionality of virtual human models constructed by our approach.
机译:本文提出的研究是从两个正交视图中的两幅人体照片开发一种用于服装业的虚拟人体建模技术。首先,将有效的分割方法应用于两张照片上以获得人体轮廓。此后,引入了基于模板的特征提取算法,以根据人类形态学规则确定人体轮廓上的特征点。最后,介绍了一种基于视图的变形技术,该技术通过使用人的轮廓来构建虚拟人体。我们的分割算法是从Mumford-Shah分割技术和水平集公式推导而来的,并且它通过应用多金字塔水平而得到了加速。变形技术与轴向变形有关。通过我们的变形方法,参考轮廓(模板人体模型的前视图和右视图轮廓)和目标轮廓(照片中的人体的前视图和右视图轮廓)用于变形模板人体模型,由具有预定义特征的多边形网格表示。我们的变形方法解决了轴向变形中的自相交问题。与其他虚拟人体建模方法相比,构建人体模型的速度有所提高。而且我们的变形技术具有更好的连续性和局部变形特性。在本文的结尾,给出了服装行业的一些潜在应用,以演示通过我们的方法构建的虚拟人体模型的功能。

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