论文标题
报告软件“ SemanticModellingFramework”
Report on the software "SemanticModellingFramework"
论文作者
论文摘要
3D视觉内容的演变要求基于其预期的用法,功能和角色在复杂的情况下建模形状的创新方法。即使朝这个方向进行了不同的尝试,形状建模仍然主要集中在几何上。但是,3D模型具有由显着部分的排列给出的结构,形状和结构与语义和功能密切相关。没有语义线索的几何形状可能会使这些功能或对象或其部分的含义无效。在这里,通过将语义视为与一类对象相关的形式知识来解决问题。只要保留语义,几何形状就可以改变。一类形状的语义和可变几何形状通过参数模板表示:一个注释的3D模型,只要某些语义约束仍然满足,其几何形状就可以变形。在这项工作中,介绍了形状的语义感知建模的框架的设计和开发,为用户提供了一个应用程序环境,其中可以进行定义参数模板并应用语义感知变形的整个工作流程。特别是,该系统为基于形式的上下文知识的几何学选择和注释提供了工具;形状分析方法是在几何形状中隐含地编码的新知识,并可能丰富了给定的语义;用户可以应用于显着零件的一组约束和一个考虑语义约束并提供最佳解决方案的变形操作。该框架是模块化的,因此可以连续添加新工具。
The evolution of 3D visual content calls for innovative methods for modelling shapes based on their intended usage, function and role in a complex scenario. Even if different attempts have been done in this direction, shape modelling still mainly focuses on geometry. However, 3D models have a structure, given by the arrangement of salient parts, and shape and structure are deeply related to semantics and functionality. Changing geometry without semantic clues may invalidate such functionalities or the meaning of objects or their parts. Here, the problem is approached by considering semantics as the formalised knowledge related to a category of objects; the geometry can vary provided that the semantics is preserved. The semantics and the variable geometry of a class of shapes is represented through the parametric template: an annotated 3D model whose geometry can be deformed provided that some semantic constraints remain satisfied. In this work, the design and development of a framework for the semantics-aware modelling of shapes is presented, offering the user a single application environment where the whole workflow of defining the parametric template and applying semantics-aware deformations can take place. In particular, the system provides tools for the selection and annotation of geometry based on a formalised contextual knowledge; shape analysis methods to derive new knowledge implicitly encoded in the geometry, and possibly enrich the given semantics; a set of constraints that the user can apply to salient parts and a deformation operation that takes into account the semantic constraints and provides an optimal solution. The framework is modular so that new tools can be continuously added.