基于 FPGA 并行计算的多阈值分级海陆分割方法
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TP183 TH89

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Multi-threshold hierarchical sea-land segmentation based on FPGA parallel computing
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    摘要:

    由于微纳卫星在体积、重量以及功耗等方面的限制,星载宽幅遥感图像海陆分割需要现场可编程门阵列(FPGA)提供 高能效计算能力。 在保证分割精度前提下,利用 FPGA 有限片上资源实现低复杂度算法的并行计算是关键。 因此,本文提出一 种基于 FPGA 并行计算的多阈值分级海陆分割方法。 该方法以 OTSU 法为核心,利用基于多特征联合阈值的子图分类构成分 级海陆分割,以抑制海面中干扰点的影响。 此外,设计新颖的并行迭代计算结构,在提升 OTSU 计算效率的同时实现对片上缓 存占用的平衡性调整。 实验结果表明,本文方法可达到 98% 以上的整体检测精度。 同时,对于一幅 8 192×2 048 pixels 的遥感 图像,本文方法处理时间仅为 0. 16 s,较其它基于 FPGA 的方法的处理时间至少减少了 23. 81% 。

    Abstract:

    Due to the limitations of the size, weight and power of micro-nano satellites, the field programmable gate array (FPGA) is required to provide high energy efficiency computing ability for the onboard sea-land segmentation of large filed remote sensing images. Under the premise of ensuring the segmentation accuracy, the key is to utilize the limited on-chip resources of FPGA to realize parallel computing for low computational complexity algorithms. Therefore, a multi-threshold hierarchical sea-land segmentation based on FPGA parallel computing is proposed in this article. The proposed method takes OTSU as the core method, and uses the sub-image classification based on multi-feature joint threshold to construct hierarchical sea-land segmentation. In this way, the influence of interference points in the sea are suppressed. In addition, a novel parallel iterative computing architecture is designed, which can improve the computing efficiency of OTSU, and achieve the balance adjustment of on-chip memory occupancy. Experimental results show that the overall precision of the method proposed can achieve more than 98% . Meanwhile, the processing time of the proposed method is only 0. 16 s for the 8 192×2 048 pixels remote sensing image. Compared with other FPGA-based methods, the processing time is reduced by 23. 81% at least.

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于希明,彭 宇,姚博文,刘梓豪,刘连胜.基于 FPGA 并行计算的多阈值分级海陆分割方法[J].仪器仪表学报,2022,43(9):166-177

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  • 在线发布日期: 2023-02-06
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