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.
翻译:3D 视觉内容的演进需要基于其预期用途、功能和复杂情景中作用的建模形状的创新方法。 即使在这一方向上做了不同的尝试, 形状建模仍然主要侧重于几何。 但是, 3D 模型有一个结构, 由突出部分的排列所决定, 形状和结构与语义和功能有着深刻的联系。 改变几何而没有语义线索可能会使这些功能或物体或其部位的含义失去意义。 在这里, 将语义学作为与某类物体有关的正规化知识来看待这一问题。 只要保留语义学, 几何几何方法可以不同。 某类形状的语义和可变几何几何方法通过参数模板来体现: 一个附加注释的 3D 模型, 其形状和结构与功能性功能和结构。 在这项工作中, 设计和开发一个语义- 有意识的形状建模框架, 向用户提供一个单一的应用环境, 用来定义整类物体的模版图和运用语义- 变形学变法的操作, 通过参数模模模模质模板的模型选择一个精度的精度和深度分析工具, 。 具体的系统的精度分析方法可以提供一种精度的精度和精度的精度的精度的精度的精度的精度分析, 的精度的精度和精度的精度的精度的精度的精度的精度, 。