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A Hardware Accelerator for the Segmentation of Hyperspectral Images

机译:用于高光谱图像分割的硬件加速器

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Hyperspectral images (HSIs) contain hundreds of spectral bands that combine spatial characteristics of a scene and are widely used in object identification and classification in various industry and science contexts. However, the processing of HSIs requires high processing power, and one of its compute-intensive tasks is the image segmentation. In this context, this paper presents the development of a first hardware accelerator proposed to speedup a multiresolution algorithm for the segmentation of HSIs. The most computationally expensive step of this algorithm was described in HDL and synthesized to FPGA. Results show that the performance of the hardware accelerator is close to that of a 3.2 GHz PC desktop, spending 20% of the energy consumed by the PC to process a single band.
机译:高光谱图像(HSI)包含数百个结合了场景空间特征的光谱带,并广泛用于各种工业和科学环境中的对象识别和分类。但是,HSI的处理需要很高的处理能力,其计算密集型任务之一是图像分割。在此背景下,本文介绍了第一个硬件加速器的开发,该硬件加速器旨在加速用于HSI分割的多分辨率算法。该算法在计算上最昂贵的步骤已在HDL中进行了描述,并已综合到FPGA中。结果表明,硬件加速器的性能接近于3.2 GHz PC台式机,将PC消耗的能量的20%用于处理单个频带。

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