用于医学成像应用的Gabor滤波器的优化设计

Carmine Cappetta, G. Licciardo, L. D. Benedetto
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引用次数: 1

摘要

Gabor滤波器由于其良好的空间频率和位置选择性而在多媒体处理和视觉搜索应用中获得了重要的认可,尽管它的计算量很大。由于这些原因,Gabor滤波器在医学图像处理中找到了有用的应用,旨在增强原始图像并克服与噪声和伪影相关的问题。为了找到在ASIC和FPGA平台上实现的Gabor滤波器的最佳设计,本文提出了三种架构,代表了精度,面积和功耗约束的最佳权衡。在资源分配、功耗和时序性能方面对所提出的体系结构进行了比较研究,揭示了根据特定应用进行明智选择的有用性。该设计已在基于fpga的ASIC原型系统上实现,在最佳情况下,最大工作频率为172 MHz。用90nm CMOS标准电池合成的最大频率为350mhz。因此,最快的架构处理83和168全高清(1920×1080像素)帧每秒,分别为FPGA和ASIC实现,这是目前最先进的,据我们所知。
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Optimal design of a Gabor filter for medical imaging applications
The Gabor filter has gained an important agreement in multimedia processing and visual search applications for its good spatial frequency and position selectivity, notwithstanding its heavy computational load. For these reasons, Gabor filters find useful applications in the processing of medical images, aiming to enhance the original image and to overcome issues related to noise and artifacts. With the purpose to find the optimal design of a Gabor filter to be implemented in ASIC and FPGA platforms, in this work three architectures are presented, representing the best trade-offs for accuracy, area and power constraints. A comparative study among the proposed architectures in terms of allocation of the resources, power dissipation and timing performances is presented, which reveals useful for an informed choice depending on the particular application. The designs have been implemented on a FPGA-based ASIC prototyping system, which returns a maximum operating frequency of 172 MHz for the best case. Synthesis with 90nm CMOS standard cell returns a maximum frequency of 350 MHz. Therefore, the fastest architecture processes 83 and 168 Full-HD (1920×1080 pixels) frames-per-second, respectively for a FPGA and an ASIC implementation, which, to the best of our knowledge, is the current state-of-the-art.
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