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Real-Time Hough Transform on 1-D SIMD Processors: Implementation and Architecture Exploration

机译:一维SIMD处理器上的实时Hough变换:实现和体系结构探索

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摘要

In the first part of this paper, an improved slope-intercept like representation is proposed for implementation of Standard Hough Transform (SHT) on SIMD (Single-Instruction, Multiple-Data) architectures with no local indirect addressing support. The real-time implementation is realized with high accuracy on our Wireless Smart Camera (WiCa) platform. The processing time of this approach is independent of the number of edge points or the number of detected lines. In the second part, we focus on analyzing the differences between the SHT implementations on 1-D SIMD architectures with and without local indirect addressing. Three aspects are compared: total operation number, memory access/energy consumption, and memory area cost. When local indirect addressing is supported, the results show a considerable amount of reduction in total operations and energy consumption at the cost of extra chip area. The results also show that the focuses for further optimization of these two architectures are different.
机译:在本文的第一部分中,提出了一种改进的类似坡度截取的表示形式,用于在不具有本地间接寻址支持的SIMD(单指令,多数据)体系结构上实现标准霍夫变换(SHT)。在我们的无线智能相机(WiCa)平台上可以高精度实现实时实施。该方法的处理时间与边缘点的数量或检测到的线的数量无关。在第二部分中,我们重点分析具有和不具有本地间接寻址的一维SIMD架构上SHT实现之间的差异。比较了三个方面:总操作数,内存访问/能耗和内存区域成本。当支持本地间接寻址时,结果表明,以增加芯片面积为代价,总体操作和能耗大大降低。结果还表明,进一步优化这两种体系结构的重点不同。

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