Improved real-time correlation-based FPGA stereo vision system
In this paper, we describe the design and implementation of Field Programmable Gate Array (FPGA) based stereo vision system. Implementation of correlation-based algorithm is well designed to exploit the parallelism in FPGA. The system is capable of running at more than 70 frames per second with 512...
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creator | Jingting Ding Xin Du Xinhuan Wang Jilin Liu |
description | In this paper, we describe the design and implementation of Field Programmable Gate Array (FPGA) based stereo vision system. Implementation of correlation-based algorithm is well designed to exploit the parallelism in FPGA. The system is capable of running at more than 70 frames per second with 512 × 512 images. To improve the inherent weakness of simple correlation-based algorithm, two methods have been added. The multi-window approach improves disparity quality at object borders and cross checking reduces possible errors in general. The experimental comparison shows the improvement on final results. |
doi_str_mv | 10.1109/ICMA.2010.5588008 |
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Implementation of correlation-based algorithm is well designed to exploit the parallelism in FPGA. The system is capable of running at more than 70 frames per second with 512 × 512 images. To improve the inherent weakness of simple correlation-based algorithm, two methods have been added. The multi-window approach improves disparity quality at object borders and cross checking reduces possible errors in general. The experimental comparison shows the improvement on final results.</description><subject>Computed tomography</subject><subject>Correlation</subject><subject>Field programmable gate arrays</subject><subject>Hardware</subject><subject>Pixel</subject><subject>Real time systems</subject><subject>Stereo vision</subject><issn>2152-7431</issn><issn>2152-744X</issn><isbn>142445140X</isbn><isbn>9781424451401</isbn><isbn>1424451418</isbn><isbn>9781424451418</isbn><fulltext>true</fulltext><rsrctype>conference_proceeding</rsrctype><creationdate>2010</creationdate><recordtype>conference_proceeding</recordtype><sourceid>6IE</sourceid><sourceid>RIE</sourceid><recordid>eNpFkMtqwzAURNVHoEmaDyjd-AeU6uphyZuCCUlqSGkXLWQXZOkKXOw6SCaQv6-hoZ3NcDgwiyHkAdgSgBVP1eq1XHI2olLGMGauyAwkl1KBBHNNphwUp1rK_c2_YPvbPyFgQmacsaIQUnB1RxYpfbExUnEwxZQ8V90x9if0WUTb0qHpMHN9jNjaoem_aW3T6Dbv2zJLA0bss1OTRpGl88jdPZkE2yZcXHpOPjfrj9UL3b1tq1W5ow6EGWguOHqpvPMeaw8eXe24VqYOObNoWXAakKPGYKzVtYUQ8kKh5D5wo6URc_L4u9sg4uEYm87G8-FyivgBlo9QpA</recordid><startdate>201008</startdate><enddate>201008</enddate><creator>Jingting Ding</creator><creator>Xin Du</creator><creator>Xinhuan Wang</creator><creator>Jilin Liu</creator><general>IEEE</general><scope>6IE</scope><scope>6IL</scope><scope>CBEJK</scope><scope>RIE</scope><scope>RIL</scope></search><sort><creationdate>201008</creationdate><title>Improved real-time correlation-based FPGA stereo vision system</title><author>Jingting Ding ; Xin Du ; Xinhuan Wang ; Jilin Liu</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c138t-632ed45dcddebd1decbc2758bf60aea0fc71e2e7ef8aa7ba1ff695e42df287483</frbrgroupid><rsrctype>conference_proceedings</rsrctype><prefilter>conference_proceedings</prefilter><language>eng</language><creationdate>2010</creationdate><topic>Computed tomography</topic><topic>Correlation</topic><topic>Field programmable gate arrays</topic><topic>Hardware</topic><topic>Pixel</topic><topic>Real time systems</topic><topic>Stereo vision</topic><toplevel>online_resources</toplevel><creatorcontrib>Jingting Ding</creatorcontrib><creatorcontrib>Xin Du</creatorcontrib><creatorcontrib>Xinhuan Wang</creatorcontrib><creatorcontrib>Jilin Liu</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>Jingting Ding</au><au>Xin Du</au><au>Xinhuan Wang</au><au>Jilin Liu</au><format>book</format><genre>proceeding</genre><ristype>CONF</ristype><atitle>Improved real-time correlation-based FPGA stereo vision system</atitle><btitle>2010 IEEE International Conference on Mechatronics and Automation</btitle><stitle>ICMA</stitle><date>2010-08</date><risdate>2010</risdate><spage>104</spage><epage>108</epage><pages>104-108</pages><issn>2152-7431</issn><eissn>2152-744X</eissn><isbn>142445140X</isbn><isbn>9781424451401</isbn><eisbn>1424451418</eisbn><eisbn>9781424451418</eisbn><abstract>In this paper, we describe the design and implementation of Field Programmable Gate Array (FPGA) based stereo vision system. Implementation of correlation-based algorithm is well designed to exploit the parallelism in FPGA. The system is capable of running at more than 70 frames per second with 512 × 512 images. To improve the inherent weakness of simple correlation-based algorithm, two methods have been added. The multi-window approach improves disparity quality at object borders and cross checking reduces possible errors in general. The experimental comparison shows the improvement on final results.</abstract><pub>IEEE</pub><doi>10.1109/ICMA.2010.5588008</doi><tpages>5</tpages></addata></record> |
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subjects | Computed tomography Correlation Field programmable gate arrays Hardware Pixel Real time systems Stereo vision |
title | Improved real-time correlation-based FPGA stereo vision system |
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