Title | ||
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Kernel analysis for architecture design trade off in convolution-based image filtering |
Abstract | ||
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Intending to improve design trade offs in image processing architectures this work presents some kernel analysis for convolution-based image filtering. Some well-known filter kernels have been analyzed in order to identify symmetries and to allow the development of alternative architectures that can contribute to reduce power consumption and/or FPGA resources, maintaining or improving the overall system throughput. The separable kernel technique is also analyzed, and two architectures were developed and tested. Additionally, a technique based on overlapping kernels have been developed, analyzed and tested. All architectures were implemented and synthesized using Altera Quartus II EDA software and prototyped in four real-time image processing platforms. These platforms are composed by a CMOS camera, four Terasic FPGA development kits (with Altera devices) and an LCD. Synthesis, simulations and real-time results show the suitability of such architectures for this kind of design trade off. |
Year | DOI | Venue |
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2012 | 10.1109/SBCCI.2012.6344453 | Integrated Circuits and Systems Design |
Keywords | Field | DocType |
convolution,field programmable gate arrays,filtering theory,image processing,Altera Quartus II EDA software,CMOS camera,FPGA resources,LCD,Terasic FPGA development kits,architecture design trade off,convolution-based image filtering,four real-time image processing platforms,image processing architectures,kernel analysis,separable kernel technique,well-known filter kernels | Kernel (linear algebra),Altera Quartus,Computer science,Convolution,Filter (signal processing),Image processing,Field-programmable gate array,Electronic engineering,CMOS sensor,Electronic design automation | Conference |
ISBN | Citations | PageRank |
978-1-4673-2606-3 | 4 | 0.44 |
References | Authors | |
5 | 3 |
Name | Order | Citations | PageRank |
---|---|---|---|
Jones Yudi Mori | 1 | 20 | 4.96 |
Carlos H. Llanos | 2 | 93 | 18.22 |
Pedro A. Berger | 3 | 6 | 1.50 |