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Tensor displays: compressive light field synthesis using multilayer displays with directional backlighting

机译:张量显示:使用具有定向背光的多层显示器进行压缩光场合成

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摘要

We introduce tensor displays: a family of compressive light field displays comprising all architectures employing a stack of time-multiplexed, light-attenuating layers illuminated by uniform or directional backlighting (i.e., any low-resolution light field emitter). We show that the light field emitted by an N-layer, M-frame tensor display can be represented by an Nth-order, rank-M tensor. Using this representation we introduce a unified optimization framework, based on nonnegative tensor factorization (NTF), encompassing all tensor display architectures. This framework is the first to allow joint multilayer, multiframe light field decompositions, significantly reducing artifacts observed with prior multilayer-only and multiframe-only decompositions; it is also the first optimization method for designs combining multiple layers with directional backlighting. We verify the benefits and limitations of tensor displays by constructing a prototype using modified LCD panels and a custom integral imaging backlight. Our efficient, GPU-based NTF implementation enables interactive applications. Through simulations and experiments we show that tensor displays reveal practical architectures with greater depths of field, wider fields of view, and thinner form factors, compared to prior automultiscopic displays.
机译:我们介绍张量显示器:一系列压缩光场显示器,包括所有采用堆叠的时分复用光衰减层的体系结构,这些光衰减层通过均匀或定向背光照明(即任何低分辨率光场发射器)进行照明。我们表明,N层M帧张量显示器发出的光场可以用N阶M阶张量表示。使用这种表示形式,我们引入了一个基于非负张量因子分解(NTF)的统一优化框架,其中涵盖了所有张量显示架构。该框架是第一个允许多层,多帧联合光场分解的框架,可显着减少以前的仅多层和仅多帧分解中观察到的伪影;它也是将多层与定向背光相结合的设计的第一种优化方法。我们通过使用改良的LCD面板和定制的集成成像背光来构建原型来验证张量显示器的优点和局限性。我们基于GPU的高效NTF实施实现了交互式应用程序。通过仿真和实验,我们发现,与现有的自动多目镜显示器相比,张量显示器揭示了具有更大景深,更宽视野和更薄外形的实用架构。

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