向量中值滤波的计算缩减技术及其硬件实现

Ozgur Tasdizen, Ilker Hamzaoglu
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引用次数: 6

摘要

矢量中值滤波器(vmf)用于许多图像和视频处理应用。最近,它们被用于帧率上转换(FRC)。但由于计算复杂度高,难以实时实现。因此,在本文中,我们提出了几种通过使用数据重用方法和利用运动矢量场中的空间相关性来降低vmf计算复杂性的技术。此外,我们在低成本Xilinx XC3S400A-5 FPGA上设计并实现了一种高效的VMF硬件,其中包括利用运动矢量场中的空间相关性的计算减少技术。FPGA实现可以工作在145 MHz,每秒可以处理超过94个高清帧。
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Computation Reduction Techniques for Vector Median Filtering and their Hardware Implementation
Vector Median Filters (VMFs) are used in many image and video processing applications. Recently, they are used for Frame Rate Up-Conversion (FRC). However, they are difficult to implement in real-time because of their high computational complexity. Therefore, in this paper, we propose several techniques to reduce the computational complexity of VMFs by using data reuse methodology and by exploiting the spatial correlations in the motion vector field. In addition, we designed and implemented an efficient VMF hardware including the computation reduction techniques exploiting the spatial correlations in the motion vector field on a low cost Xilinx XC3S400A-5 FPGA. The FPGA implementation can work at 145 MHz and it can process more than 94 high definition frames per second.
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