论文标题

关于杂种衍射光学元件的设计,用于呈现的扩展深度(EDOF)RGB成像

On design of hybrid diffractive optics for achromatic extended depth-of-field (EDoF) RGB imaging

论文作者

Rostami, Seyyed Reza Miri, Pinilla, Samuel, Shevkunov, Igor, Katkovnik, Vladimir, Egiazarian, Karen

论文摘要

混合成像系统是折射镜头的同时物理布置,将多级相掩码(MPM)作为衍射光学元件(DOE)。混合设置的有利特性改善了延长的范围(EDOF)成像和低色畸变。我们构建了一个完全可区分的图像形成模型,以便使用神经网络技术来优化成像。在第一阶段,设计框架依赖于基于模型的方法,该方法具有数值模拟和MPM和成像算法的端到端关节优化。在第二阶段,将MPM固定在第一阶段,并且使用基于CNN学习的方法通过空间光调节器实现的MPM实验对图像处理进行了优化。该论文集中于具有各种基本光学参数的设计成像精度和质量的比较分析:孔径大小,镜头焦距以及MPM和传感器之间的距离。我们指出,首次考虑了EDOF的端到端优化的不同光圈大小,镜头焦距以及MPM和传感器之间的距离。我们在数值和实验上比较可见波长间隔[400-700] NM的设计和以下EDOF范围:[0.5-100] m用于模拟,[0.5-1.9] m进行实验测试。这项研究涉及混合光学元件用于孔径[5-9] mm的紧凑型相机以及MPM和传感器之间的距离[3-10] mm。

A hybrid imaging system is a simultaneous physical arrangement of a refractive lens and a multilevel phase mask (MPM) as a diffractive optical element (DOE). The favorable properties of the hybrid setup are improved extended-depth-of-field (EDoF) imaging and low chromatic aberrations. We built a fully differentiable image formation model in order to use neural network techniques to optimize imaging. At the first stage, the design framework relies on the model-based approach with numerical simulation and end-to-end joint optimization of both MPM and imaging algorithms. In the second stage, MPM is fixed as found at the first stage, and the image processing is optimized experimentally using the CNN learning-based approach with MPM implemented by a spatial light modulator. The paper is concentrated on a comparative analysis of imaging accuracy and quality for design with various basic optical parameters: aperture size, lens focal length, and distance between MPM and sensor. We point out that the varying aperture size, lens focal length, and distance between MPM and sensor are for the first time considered for end-to-end optimization of EDoF. We numerically and experimentally compare the designs for visible wavelength interval [400-700]nm and the following EDoF ranges: [0.5-100]m for simulations and [0.5-1.9]m for experimental tests. This study concerns an application of hybrid optics for compact cameras with aperture [5-9] mm and distance between MPM and sensor [3-10]mm.

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