In this paper, we introduce complex functional maps, which extend the functional map framework to conformal maps between tangent vector fields on surfaces. A key property of these maps is their orientation awareness. More specifically, we demonstrate that unlike regular functional maps that link functional spaces of two manifolds, our complex functional maps establish a link between oriented tangent bundles, thus permitting robust and efficient transfer of tangent vector fields. By first endowing and then exploiting the tangent bundle of each shape with a complex structure, the resulting operations become naturally orientationaware, thus favoring orientation and angle preserving correspondence across shapes, without relying on descriptors or extra regularization. Finally, and perhaps more importantly, we demonstrate how these objects enable several practical applications within the functional map framework. We show that functional maps and their complex counterparts can be estimated jointly to promote orientation preservation, regularizing pipelines that previously suffered from orientation-reversing symmetry errors.
翻译:在本文中,我们引入了复杂的功能性地图,将功能性地图框架扩展至对正切矢量场表面之间的匹配地图。这些地图的一个关键属性是它们的定向意识。更具体地说,我们证明,与连接两个方块的功能空间的常规功能性地图不同,我们复杂的功能性地图在定向正切捆绑之间建立起了联系,从而允许对正切矢量场进行强有力和有效的转移。首先,通过以复杂的结构对每个形状的相切捆绑进行铺设和再利用,由此产生的操作自然地具有方向性,从而有利于对方向和角度进行跨形状的通信保护,而不必依赖描述或额外规范。最后,也许更重要的是,我们展示了这些天体如何在功能性地图框架内促成若干实际应用。我们表明,功能性地图及其复杂的对应物可以共同估算,以促进方向保护,使以前因方向反对称错误而受到影响的管道正规化。