基于进化多目标优化的投影离焦深度编码孔径设计基础研究

Yudai Mido, Yuuki Horita, Kentaro Nakai, Taishi Megano, S. Ono, Hiroshi Kawasaki
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摘要

利用进化多目标优化(EMO)来解决性质尚未明确的问题是一种合理的思路,因为EMO不需要特定领域的知识,而且对得到的pareto解集的分析可以揭示设计变量与目标函数之间的关系。本文重点研究了编码光圈(CA)的设计,这是计算机摄影领域的热点之一;CA应用于相机或投影仪中,用于去模糊、构建全焦图像、深度估计等。由于CA设计方面的知识积累较少,本文提出了一种基于EMO的CA设计方法。设计投影仪孔径的实验证明了深度估计性能、孔径比和噪声鲁棒性之间的关系。
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A Fundamental Study on Coded Aperture Design for Depth from Projector Defocus Based on Evolutionary Multi-objective Optimization
It is a reasonable idea to solve a problem whose property has not been clarified yet using evolutionary multiobjective optimization (EMO) because EMO does not require domain specific knowledge and analysis for obtained pareto solution set may reveal relationships between design variables and objective functions. This paper focuses on designing a coded aperture (CA), one of the hot topics in computer photography; CA is used in a camera or a projector for deblurring, constructing all-focus image, depth estimation and so on. Since little knowledge has been accumulated for designing CA, this paper proposes a CA design method using EMO. Experiments on designing projector aperture have shown relationships between the performance of depth estimation, aperture ratio, and noise robustness.
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