ViPS: A novel visual processing system architecture for medical imaging

被引:6
作者
Hussain, Tassadaq [1 ,2 ,3 ]
机构
[1] Riphah Int Univ, Islamabad, Pakistan
[2] Microsoft Barcelona Supercomp Ctr, Barcelona, Spain
[3] Unal Color Educ Res & Dev Pvt Ltd, Islamabad, Pakistan
关键词
Embedded computer vision; High performance image processing; systems;
D O I
10.1016/j.bspc.2017.06.003
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Imaging has become an essential tool in modern medicine science. Numerous powerful platforms to register, store, analyze and process medical imaging applications appear in recent years. In this article, we have designed an advanced visual processing system (ViPS) that stores and processes complex and multi-dimensional medical imaging application. The ViPS provides a user-friendly programming environment and high-performance architecture for data acquisition, registration, storage, analysis and performs segmentation, filtering, and recognition of complex real-time complex and multidimensional medical images or videos. The proposed architecture is highly reliable concerning cost, performance, and power. ViPS is designed and evaluated on a Xilinx Virtex-7 FPGA VC707 Evaluation Kit. The performance of ViPS is compared with the Heterogeneous Multi-Processing Odroid XU3 board and GPU jetson TK1 Embedded Development Kit with 192 CUDA cores based graphic systems. In comparison to the Heterogeneous Multi-core and GPU based Graphics systems, the results show that ViPS improves 2.4 and 1.4 times system performance respectively, for iridology application. While executing real-time complex images reconstruction at 2x and 1.25x of higher frame rate, the ViPS achieves 15.2x and 5.26x of performance improvement while running various image processing algorithms. The ViPS gets 3.01 x and 1.13 x of speedup for video processing algorithms and draws 1.55 and 2.27 times less dynamic power. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:293 / 301
页数:9
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