Novel FPGA based Haar classifier face detection algorithm acceleration
We present here a novel approach to use FPGA to accelerate the Haar-classifier based face detection algorithm. With highly pipelined microarchitecture and utilizing abundant parallel arithmetic units in the FPGA, we've achieved real-time performance of face detection having very high detection...
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creator | Changjian Gao Shih-Lien Lu |
description | We present here a novel approach to use FPGA to accelerate the Haar-classifier based face detection algorithm. With highly pipelined microarchitecture and utilizing abundant parallel arithmetic units in the FPGA, we've achieved real-time performance of face detection having very high detection rate and low false positives. Moreover, our approach is flexible toward the resources available on the FPGA chip. This work also provides us an understanding toward using FPGA for implementing non-systolic based vision algorithm acceleration. Our implementation is realized on a HiTech Global PCIe card that contains a Xilinx XC5VLX110T FPGA chip. |
doi_str_mv | 10.1109/FPL.2008.4629966 |
format | Conference Proceeding |
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Our implementation is realized on a HiTech Global PCIe card that contains a Xilinx XC5VLX110T FPGA chip.</description><subject>Classification algorithms</subject><subject>Fabrics</subject><subject>Face</subject><subject>Face detection</subject><subject>Field programmable gate arrays</subject><subject>Pixel</subject><subject>Software</subject><issn>1946-147X</issn><issn>1946-1488</issn><isbn>9781424419609</isbn><isbn>1424419603</isbn><isbn>9781424419616</isbn><isbn>1424419611</isbn><fulltext>true</fulltext><rsrctype>conference_proceeding</rsrctype><creationdate>2008</creationdate><recordtype>conference_proceeding</recordtype><sourceid>6IE</sourceid><sourceid>RIE</sourceid><recordid>eNpVkE1Lw0AQhtePgrXmLnjZP5C6O9ns7hxLMa1QtIcevJXJZqIrqZEkCP57UyyCc3nhfeDhZYS41WqutcL7YruZg1J-biwgWnsmEnReGzBGo9X2XEw1Gptq4_3FP6bw8o-5l4m4HjUOFVqnrkTS9-9qvAyNM34qiqf2ixtZbFcLWVLPlVwTdTI01PexjtzJmgLLigcOQ2w_JDWvbReHt4OkELjhjo71jZjU1PScnHImdsXDbrlON8-rx-Vik0ZUQ5o5p8edwBwYiXMeDQQZVMFlvoQqzwnrylY5jJy9DqasSwAPEIAwL7OZuPvVRmbef3bxQN33_vSh7AfsX1NL</recordid><startdate>200809</startdate><enddate>200809</enddate><creator>Changjian Gao</creator><creator>Shih-Lien Lu</creator><general>IEEE</general><scope>6IE</scope><scope>6IL</scope><scope>CBEJK</scope><scope>RIE</scope><scope>RIL</scope></search><sort><creationdate>200809</creationdate><title>Novel FPGA based Haar classifier face detection algorithm acceleration</title><author>Changjian Gao ; Shih-Lien Lu</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-i90t-37717812eece9ae5eccea232dc738b2d55a9fd6d52ce9e81c4bfb22822c2a95b3</frbrgroupid><rsrctype>conference_proceedings</rsrctype><prefilter>conference_proceedings</prefilter><language>eng</language><creationdate>2008</creationdate><topic>Classification algorithms</topic><topic>Fabrics</topic><topic>Face</topic><topic>Face detection</topic><topic>Field programmable gate arrays</topic><topic>Pixel</topic><topic>Software</topic><toplevel>online_resources</toplevel><creatorcontrib>Changjian Gao</creatorcontrib><creatorcontrib>Shih-Lien Lu</creatorcontrib><collection>IEEE Electronic Library (IEL) Conference Proceedings</collection><collection>IEEE Proceedings Order Plan All Online (POP All Online) 1998-present by volume</collection><collection>IEEE Xplore All Conference Proceedings</collection><collection>IEEE Electronic Library (IEL)</collection><collection>IEEE Proceedings Order Plans (POP All) 1998-Present</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Changjian Gao</au><au>Shih-Lien Lu</au><format>book</format><genre>proceeding</genre><ristype>CONF</ristype><atitle>Novel FPGA based Haar classifier face detection algorithm acceleration</atitle><btitle>2008 International Conference on Field Programmable Logic and Applications</btitle><stitle>FPL</stitle><date>2008-09</date><risdate>2008</risdate><spage>373</spage><epage>378</epage><pages>373-378</pages><issn>1946-147X</issn><eissn>1946-1488</eissn><isbn>9781424419609</isbn><isbn>1424419603</isbn><eisbn>9781424419616</eisbn><eisbn>1424419611</eisbn><abstract>We present here a novel approach to use FPGA to accelerate the Haar-classifier based face detection algorithm. 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identifier | ISSN: 1946-147X |
ispartof | 2008 International Conference on Field Programmable Logic and Applications, 2008, p.373-378 |
issn | 1946-147X 1946-1488 |
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source | IEEE Electronic Library (IEL) Conference Proceedings |
subjects | Classification algorithms Fabrics Face Face detection Field programmable gate arrays Pixel Software |
title | Novel FPGA based Haar classifier face detection algorithm acceleration |
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