Tensor displays 论文

2012ACM Transactions on Graphics引用 416
Tensor decomposition and applicationsAdvanced Neuroimaging Techniques and ApplicationsImage Enhancement Techniques

详细信息

发表期刊/会议
ACM Transactions on Graphics
发表日期
2012-07-01
发表年份
2012

关键词

Tensor decomposition and applicationsAdvanced Neuroimaging Techniques and ApplicationsImage Enhancement Techniques

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 N th -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.

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