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Perceptual Models of Viewpoint Preference

机译:观点偏好的感知模型

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The question of what are good views of a 3D object has been addressed by numerous researchers in perception, computer vision, and computer graphics. This has led to a large variety of measures for the goodness of views as well as some special-case viewpoint selection algorithms. In this article, we leverage the results of a large user study to optimize the parameters of a general model for viewpoint goodness, such that the fitted model can predict people's preferred views for a broad range of objects. Our model is represented as a combination of attributes known to be important for view selection, such as projected model area and silhouette length. Moreover, this framework can easily incorporate new attributes in the future, based on the data from our existing study. We demonstrate our combined goodness measure in a number of applications, such as automatically selecting a good set of representative views, optimizing camera orbits to pass through good views and avoid bad views, and trackball controls that gently guide the viewer towards better views.
机译:在感知,计算机视觉和计算机图形学方面,许多研究人员已经解决了对3D对象具有良好视图的问题。这导致了多种用于改善视图质量的措施以及一些特殊情况下的视点选择算法。在本文中,我们利用大型用户研究的结果来优化通用模型的参数以实现视点良好,从而使拟合的模型可以预测人们对各种物体的偏爱视图。我们的模型表示为已知对视图选择非常重要的属性的组合,例如投影模型区域和轮廓长度。此外,根据我们现有研究的数据,该框架将来可以轻松合并新属性。我们在许多应用程序中展示了我们综合的善意测度,例如自动选择一组良好的代表性视图,优化摄像机轨道以通过良好视图并避免不良视图,以及跟踪球控件可缓慢地引导观看者获得更好的视图。

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