Title :
High Performance Connected Components Labeling on FPGA
Author :
Grana, Costantino ; Borghesani, Daniele ; Santinelli, Paolo ; Cucchiara, Rita
Author_Institution :
Univ. degli Studi di Modena e Reggio Emilia, Modena, Italy
fDate :
Aug. 30 2010-Sept. 3 2010
Abstract :
This paper proposes a comparison of the two most advanced algorithms for connected components labeling, highlighting how they perform on a soft core SoC architecture based on FPGA. In particular we test our block based connected components labeling algorithm, optimized with decision tables and decision trees. The embedded system is composed of the CMOS image sensor, FPGA, DDR SDRAM, USB controller and SPI Flash. Results highlight the importance of caching and instructions and data cache sizes for high performance image processing tasks.
Keywords :
CMOS image sensors; decision tables; decision trees; embedded systems; field programmable gate arrays; image processing; system-on-chip; CMOS image sensor; DDR SDRAM; SPI Flash; USB controller; connected components labeling algorithm; data cache sizes; decision tables; decision trees; embedded system; field programmable gate array; high performance image processing tasks; soft core SoC architecture; system-on-chip; Computer architecture; Decision trees; Field programmable gate arrays; Labeling; Pixel; Random access memory; Universal Serial Bus; CMOS image sensor; FPGA; connected components labeling; system on chip;
Conference_Titel :
Database and Expert Systems Applications (DEXA), 2010 Workshop on
Conference_Location :
Bilbao
Print_ISBN :
978-1-4244-8049-4
DOI :
10.1109/DEXA.2010.57