Title :
Xilinx FPGA implementation of an image classifier for object detection applications
Author :
Curry, Peter ; Morgan, Fearghal ; Kilmartin, Liam
Author_Institution :
Dept. of Electron. Eng., Nat. Univ. of Ireland, Galway, Ireland
fDate :
6/23/1905 12:00:00 AM
Abstract :
This paper describes an FPGA and distributed RAM architecture for an image classifier, implementing object classification stages of an object detection system. The system offers significant performance increase over current programmable DSP-based implementations. The paper shows that the considerable performance improvement using the FPGA solution results from the availability of high I/O resources and pipelined architecture. It also illustrates the suitability of an FPGA solution for tasks (such as real-time video processing) that have a large data throughput and require complex algorithmic manipulations. The system has been implemented using the RC1000-PP Virtex FPGA-based development platform and Handel-C hardware description language
Keywords :
digital signal processing chips; field programmable gate arrays; image classification; object detection; pipeline processing; random-access storage; real-time systems; video signal processing; Handel-C hardware description language; I/O resources; RC1000-PP Virtex development platform; Xilinx FPGA; distributed RAM architecture; image classifier; object classification; object detection system; performance; pipelined architecture; real time video processing; signal processing; Digital signal processing; Field programmable gate arrays; Hardware; Image edge detection; Object detection; Pixel; Read-write memory; Signal processing; Signal processing algorithms; Tagging;
Conference_Titel :
Image Processing, 2001. Proceedings. 2001 International Conference on
Conference_Location :
Thessaloniki
Print_ISBN :
0-7803-6725-1
DOI :
10.1109/ICIP.2001.958122