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Standardized target-specific detectivity metric for computational imaging systems

机译:计算成像系统的标准化目标特定探测度量

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摘要

Multifunctional cameras capable of performing a wide variety of nearly simultaneous imaging tasks are expected to play a major role in the near future. Computational imaging (CI) systems will serve as one of the main enabling technologies for multifunctional cameras, especially due to the abundance of low-cost, high-speed computational processing available today. An important aspect of these systems is to be able to quantify their performance with respect to specific imaging tasks. However, the non-traditional design of CI systems, both available and proposed, presents a considerable challenge to modeling, comparing, specifying, and measuring their performance. To solve this problem, this paper presents a standardized detection signal-to-noise ratio, referred to as a detectivity metric, along with a general CI system framework. This metric has the flexibility to handle various types of CI systems and specific targets while minimizing the complexity and assumptions needed. The detectivity metric is designed to assess the performance of a CI system searching for a specific known target or signal of interest. An analytical version of the detectivity metric is also presented for a compressive sensing CI system. Special considerations for standardization are also discussed. (C) 2017 Optical Society of America
机译:能够执行各种几乎同时成像任务的多功能摄像机预计在不久的将来发挥着重要作用。计算成像(CI)系统将作为多功能摄像机的主要启用技术之一,尤其是当今可用的低成本,高速计算处理的丰富。这些系统的一个重要方面是能够对特定的成像任务进行量化它们的性能。然而,无论是可用和提议的CI系统都是非传统设计,对建模,比较,指定和测量其性能具有相当大的挑战。为了解决这个问题,本文提出了标准化的检测信噪比,称为探测度量,以及一般的CI系统框架。该度量可灵活地处理各种类型的CI系统和特定目标,同时最小化所需的复杂性和假设。探测度量旨在评估CI系统搜索特定已知目标或感兴趣的信号的性能。还呈现了探测度量的分析版本用于压缩感测CI系统。还讨论了标准化的特殊考虑因素。 (c)2017年光学学会

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