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CORDIC-Based High-Speed VLSI Architecture of Transform Model Estimation for Real-Time Imaging

机译:基于CORDIC的实时成像的转换模型估计的CORDIC基高速VLSI架构

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摘要

Transform model estimation (TME) is a geometric operation, widely utilized in real-time imaging systems. Considering the massive computational load of matrix algebra-based TME realizations, most of the imaging systems resort to highly paralleled software-platform-based TME execution, which is power-intensive and expensive. Due to low-speed and power intensiveness, existing hardware for TME is not capable enough to meet the requirements of real-time systems. In this article, a hardware-realizable method of three-degree-of-freedom TME is formulated encompassing both the conventional CORDIC and the proposed modified CORDIC. The novelties of the proposed TME method and the corresponding architecture are that its latency sublinearly varies with the precision and the total computation time (CT) is almost independent of the input image sizes. The performance of prototype 16-bit fixed-point TME architecture (realized using VHDL in Xilinx Vivado 18.2) is compared with the software-counterpart. The proposed TME hardware is utilized along with other standard hardware modules to realize image registration (IR) operation. The proposed IR architecture achieves, on average, 60% reduction in total CT, $1.61 imes $ increase in maximum operating frequency with a comparable accuracy, only at the cost of 23% increase in power consumption with respect to other existing IR hardware.
机译:变换模型估计(TME)是一种几何操作,广泛用于实时成像系统。考虑到基于矩阵代数的TME的大规模计算负荷,大多数成像系统如何掌握基于高度并行的软件平台的TME执行,这是电力密集型和昂贵的。由于低速和电力强焦,TME的现有硬件无法足以满足实时系统的要求。在本文中,配制了三维自由度TME的硬件可实现的方法,包括传统的CORDIC和所提出的修饰丁基。所提出的TME方法和相应架构的Noveltize是其延迟延迟因精度而变化,并且总计算时间(CT)几乎与输入图像尺寸无关。与软件对应物进行比较了原型16位定点TME架构(在Xilinx Vivado 18.2中使用VHDL实现)的性能。所提出的TME硬件以及其他标准硬件模块一起使用以实现图像配准(IR)操作。拟议的IR架构平均地实现了总CT,<内联公式XMLNS:MML =“http://www.w3.org/1998/math/mathml”xmlns:// www.w3.org/1999/xlink“> $ 1.61 times $ 最大工作频率的增加,可比的准确性,只有在关于其他现有IR硬件的功耗增加23%的成本。

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