A Multiwindow Partial Buffering Scheme for FPGA-Based 2-D Convolvers |
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Authors: | Hui Zhang Mingxin Xia Guangshu Hu |
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Affiliation: | Dept. of Biomed. Eng., Tsinghua Univ., Beijing; |
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Abstract: | Two-dimensional (2-D) convolution is widely used in image and video processing. Although the operation is simple, 2-D convolution is however both computationally expensive and memory-intensive. Field-programmable-gate-array (FPGA)-based parallel processing architectures were proposed to accelerate calculations for 2-D convolution. And data buffers implemented with FPGA on-chip resources were used to avoid direct access to external memories. Full buffering and partial buffering (PB) schemes were adopted in previous works. The former would consume a large amount of FPGA resources, while the latter would cause a sharp increase in external memory bus bandwidth. In this brief, we present a multiwindow PB scheme for FPGA-based 2-D convolvers. Compared with the aforementioned methods, the new buffering strategy exhibits a good balance between on-chip resource utilization and external memory bus bandwidth, and therefore is suitable for low-cost FPGA implementation |
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