Image progressive acquisition for hardware systems

Jianxiong Liu, C. Bouganis, P. Cheung
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引用次数: 2

Abstract

As the resolution of digital images increases, accessing raw image data from memory has become a major consideration during the design of image/video processing systems. This is due to the fact that the bandwidth requirement and energy consumption of such image accessing process has increased. Inspired by the successful application of progressive image sampling techniques in many image processing tasks, this work proposes to apply similar concept within hardware systems to efficiently trade image quality for reduced memory bandwidth requirement and lower energy consumption. Based on this idea, a hardware system is proposed that is placed between the memory subsystem and the processing core of the design. The proposed system alters the conventional memory access pattern to progressively and adaptively access pixels from a target memory external to the system. The sampled pixels are used to reconstruct an approximation to the ground truth, which is stored in an internal image buffer for further processing. The system is prototyped on FPGA and its performance evaluation shows that a saving of up to 85% of memory accessing time and 33%/45% of image acquisition time/energy is achieved on the benchmark image “lena” while maintaining a PSNR of about 30 dB.
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用于硬件系统的图像渐进采集
随着数字图像分辨率的提高,从存储器中获取原始图像数据已成为图像/视频处理系统设计中的一个主要考虑因素。这是由于这种图像访问过程的带宽需求和能耗增加所致。受渐进式图像采样技术在许多图像处理任务中成功应用的启发,本工作提出在硬件系统中应用类似的概念,以有效地交换图像质量,以减少内存带宽要求和降低能耗。在此基础上,提出了一个位于存储子系统和处理核心之间的硬件系统。所提出的系统改变了传统的存储器访问模式,从系统外部的目标存储器中逐步地、自适应地访问像素。采样的像素被用来重建一个近似的地面真相,这是存储在内部图像缓冲进一步处理。该系统在FPGA上进行了原型设计,其性能评估表明,在基准图像“lena”上实现了高达85%的内存访问时间和33%/45%的图像采集时间/能量,同时保持了约30 dB的PSNR。
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