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A novel high speed L-K based optical flow computation

机译:一种新型高速L-K基光流量计算

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The computation of optical flow in video sequences is a challenging task in most camera based scene interpretation systems. In the past, most optical flow computation algorithms has been either implemented in software running on general purpose processors or designed as an application specific hardware. However, these implementations either cannot support real-time processing requirements or result in excessive inaccuracies in the computed velocity values. In this work, we propose a efficient VLSI system architecture for computing the optical flow in video sequences using the Lucas-Kanade (L-K) algorithm. The algorithm is converted into high speed RTL implementation by exploiting the inherent paralellism in the data flow graph. Clever pipelining strategies has been used throughout the design to further improve the speedup of velocity computation. We have mapped the RTL design on a Xilinx Virtex II XUPV2P FPGA board. Experimental results of our proposed design showed significant improvements in accuracy with a speedup of five times when compared with other recent hardware implementations.
机译:视频序列中的光流量的计算是基于大多数相机的场景解释系统中的具有挑战性的任务。在过去,大多数光学流量计算算法已经在通用处理器上运行的软件中实现或设计为特定于应用程序。但是,这些实现不能支持实时处理要求,或者导致计算的速度值中的过度不准确。在这项工作中,我们提出了一种有效的VLSI系统架构,用于使用Lucas-Kanade(L-K)算法计算视频序列中的光流。通过利用数据流图中的固有的帕拉卡,该算法转换为高速RTL实现。整个设计中使用了聪明的流水线策略,以进一步提高速度计算的加速。我们在Xilinx Virtex II Xupv2P FPGA板上映射了RTL设计。与其他最近的硬件实现相比,我们所提出的设计的实验结果表明,准确性的准确性提高了五次。

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