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Pixel-level processing: why what and how?

机译:像素级处理:为什么又怎样?

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Abstract: Pixel level processing promises many significant advantages including high SNR, low power, and the ability to adapt image capture and processing to different environments by processing signals during integration. However, the severe limitation on pixel size has precluded its mainstream use. In this paper we argue that CMOS technology scaling will make pixel level processing increasingly popular. Since pixel size is limited primarily by optical and light collection considerations, as CMOS technology scales, an increasing number of transistors can be integrated at the pixel. We first demonstrate that our argument is supported by the evolution of CMOS image sensor from PPS to APS. We then briefly survey existing work on analog pixel level processing an d pixel level ADC. We classify analog processing into intrapixel and interpixel. Intrapixel processing is mainly used to improve sensor performance, while interpixel processing is used to perform early vision processing. We briefly describe the operation and architecture of our recently developed pixel level MCBS ADC. Finally we discuss future directions in pixel level processing. We argue that interpixel analog processing is not likely to become mainstream even for computational sensors due to the poor scaling popular since it minimizes analog processing, and requires only simple and imprecise circuits to implement. We then discuss the inclusion of digital memory and interpixel digital processing in future technologies to implement programmable digital pixel sensors. !51
机译:摘要:像素级处理有望带来许多显着优势,包括高SNR,低功耗以及通过在集成过程中处理信号来使图像捕获和处理适应不同环境的能力。但是,像素尺寸的严格限制已使其无法广泛使用。在本文中,我们认为CMOS技术的缩放将使像素级处理越来越受欢迎。由于像素大小主要受光学和集光因素的限制,因此随着CMOS技术的发展,可以在像素处集成越来越多的晶体管。首先,我们证明了CMOS图像传感器从PPS到APS的演进支持了我们的观点。然后,我们简要概述了在处理d像素级别ADC的模拟像素级别上的现有工作。我们将模拟处理分为像素内和像素间。像素内处理主要用于提高传感器性能,而像素间处理用于执行早期视觉处理。我们简要描述了我们最近开发的像素级MCBS ADC的操作和架构。最后,我们讨论像素级处理的未来方向。我们认为像素间模拟处理即使对于计算传感器也不太可能成为主流,因为它不受欢迎,因为它使模拟处理最小化,并且只需要简单而又不精确的电路即可实现。然后,我们讨论了在将来的技术中将数字存储器和像素间数字处理包括在内以实现可编程数字像素传感器的问题。 !51

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