High-Efficient Low-Cost VLSI Implementation for Canny Edge Detection
For real-time image processing applications in consumer electronic products, high-speed preprocessing algorithms are necessary and have been widely investigated. This article presents a highly efficient very large scale integrated (VLSI) circuit implementation of Canny edge detection. We employed an...
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Veröffentlicht in: | Journal of Information Science and Engineering 2020-05, Vol.36 (3), p.535-546 |
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creator | 李大輝(DA-HUEI LEE) 陳培殷(PEI-YIN CHEN) 楊富仲(FU-JHONG YANG) 翁婉婷(WAN-TING WENG) |
description | For real-time image processing applications in consumer electronic products, high-speed preprocessing algorithms are necessary and have been widely investigated. This article presents a highly efficient very large scale integrated (VLSI) circuit implementation of Canny edge detection. We employed an approximation method that reduces hardware costs without affecting computation results. Additionally, we divided the whole image into several blocks for processing to obtain superior detection performance. It can efficiently prevent missing the real edge in low-contrast regions. The VLSI architecture of our design yields a processing rate of approximately 250 MHz using the Xilinx Virtex-5 field-programmable gate array. The simulation result shows that the proposed circuit takes 0.14ms for processing 512×512 test image database and requires the least number of operations compared with previous techniques; therefore, it is suitable for low-cost high-performance system on chip systems. |
doi_str_mv | 10.6688/JISE.202005_36(3).0004 |
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This article presents a highly efficient very large scale integrated (VLSI) circuit implementation of Canny edge detection. We employed an approximation method that reduces hardware costs without affecting computation results. Additionally, we divided the whole image into several blocks for processing to obtain superior detection performance. It can efficiently prevent missing the real edge in low-contrast regions. The VLSI architecture of our design yields a processing rate of approximately 250 MHz using the Xilinx Virtex-5 field-programmable gate array. The simulation result shows that the proposed circuit takes 0.14ms for processing 512×512 test image database and requires the least number of operations compared with previous techniques; therefore, it is suitable for low-cost high-performance system on chip systems.</description><identifier>ISSN: 1016-2364</identifier><identifier>DOI: 10.6688/JISE.202005_36(3).0004</identifier><language>eng</language><publisher>Taipei: 社團法人中華民國計算語言學學會</publisher><subject>Algorithms ; Computer simulation ; Edge detection ; Field programmable gate arrays ; Image detection ; Image processing ; Integrated circuits ; Low cost ; System on chip ; Very large scale integration</subject><ispartof>Journal of Information Science and Engineering, 2020-05, Vol.36 (3), p.535-546</ispartof><rights>Copyright Institute of Information Science, Academia Sinica May 2020</rights><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,776,780,27901,27902</link.rule.ids></links><search><creatorcontrib>李大輝(DA-HUEI LEE)</creatorcontrib><creatorcontrib>陳培殷(PEI-YIN CHEN)</creatorcontrib><creatorcontrib>楊富仲(FU-JHONG YANG)</creatorcontrib><creatorcontrib>翁婉婷(WAN-TING WENG)</creatorcontrib><title>High-Efficient Low-Cost VLSI Implementation for Canny Edge Detection</title><title>Journal of Information Science and Engineering</title><description>For real-time image processing applications in consumer electronic products, high-speed preprocessing algorithms are necessary and have been widely investigated. 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The simulation result shows that the proposed circuit takes 0.14ms for processing 512×512 test image database and requires the least number of operations compared with previous techniques; therefore, it is suitable for low-cost high-performance system on chip systems.</description><subject>Algorithms</subject><subject>Computer simulation</subject><subject>Edge detection</subject><subject>Field programmable gate arrays</subject><subject>Image detection</subject><subject>Image processing</subject><subject>Integrated circuits</subject><subject>Low cost</subject><subject>System on chip</subject><subject>Very large scale integration</subject><issn>1016-2364</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2020</creationdate><recordtype>article</recordtype><recordid>eNpVkE1Lw0AQhvegYK3-BVnwoofE2c9sjpKmNhLwUPUaNrubuqVNarJF_PemtiDO5WVmHmbgQeiGQCylUg_PxTKPKVAAUTF5x-5jAOBnaEKAyIgyyS_Q5TCsAagUnE_QbOFXH1HeNN541wZcdl9R1g0Bv5fLAhfb3cZtx7kOvmtx0_U40237jXO7cnjmgjOHxRU6b_RmcNennKK3ef6aLaLy5anIHstIU65C5CQFa2qSKEhSZpQdq6bUpIqqGhyVVjaKKaAaiFE6SZWFWkjbGCuYY4JN0e3x7q7vPvduCNW62_ft-LKiHAglaSLJSC2OlPa9D_6POTg4KKhOgn6DEzkqIv8bwUQluGQ_Tplelg</recordid><startdate>20200501</startdate><enddate>20200501</enddate><creator>李大輝(DA-HUEI LEE)</creator><creator>陳培殷(PEI-YIN CHEN)</creator><creator>楊富仲(FU-JHONG YANG)</creator><creator>翁婉婷(WAN-TING WENG)</creator><general>社團法人中華民國計算語言學學會</general><general>Institute of Information Science, Academia Sinica</general><scope>188</scope><scope>7SC</scope><scope>8FD</scope><scope>JQ2</scope><scope>L7M</scope><scope>L~C</scope><scope>L~D</scope></search><sort><creationdate>20200501</creationdate><title>High-Efficient Low-Cost VLSI Implementation for Canny Edge Detection</title><author>李大輝(DA-HUEI LEE) ; 陳培殷(PEI-YIN CHEN) ; 楊富仲(FU-JHONG YANG) ; 翁婉婷(WAN-TING WENG)</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-a248t-e620dcb1780793c8ddddb22c9828b0e26d6f83802a01c8a798d0b56dfcd53e353</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2020</creationdate><topic>Algorithms</topic><topic>Computer simulation</topic><topic>Edge detection</topic><topic>Field programmable gate arrays</topic><topic>Image detection</topic><topic>Image processing</topic><topic>Integrated circuits</topic><topic>Low cost</topic><topic>System on chip</topic><topic>Very large scale integration</topic><toplevel>online_resources</toplevel><creatorcontrib>李大輝(DA-HUEI LEE)</creatorcontrib><creatorcontrib>陳培殷(PEI-YIN CHEN)</creatorcontrib><creatorcontrib>楊富仲(FU-JHONG YANG)</creatorcontrib><creatorcontrib>翁婉婷(WAN-TING WENG)</creatorcontrib><collection>華藝線上圖書館</collection><collection>Computer and Information Systems Abstracts</collection><collection>Technology Research Database</collection><collection>ProQuest Computer Science Collection</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>Computer and Information Systems Abstracts Academic</collection><collection>Computer and Information Systems Abstracts Professional</collection><jtitle>Journal of Information Science and Engineering</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>李大輝(DA-HUEI LEE)</au><au>陳培殷(PEI-YIN CHEN)</au><au>楊富仲(FU-JHONG YANG)</au><au>翁婉婷(WAN-TING WENG)</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>High-Efficient Low-Cost VLSI Implementation for Canny Edge Detection</atitle><jtitle>Journal of Information Science and Engineering</jtitle><date>2020-05-01</date><risdate>2020</risdate><volume>36</volume><issue>3</issue><spage>535</spage><epage>546</epage><pages>535-546</pages><issn>1016-2364</issn><abstract>For real-time image processing applications in consumer electronic products, high-speed preprocessing algorithms are necessary and have been widely investigated. This article presents a highly efficient very large scale integrated (VLSI) circuit implementation of Canny edge detection. We employed an approximation method that reduces hardware costs without affecting computation results. Additionally, we divided the whole image into several blocks for processing to obtain superior detection performance. It can efficiently prevent missing the real edge in low-contrast regions. The VLSI architecture of our design yields a processing rate of approximately 250 MHz using the Xilinx Virtex-5 field-programmable gate array. The simulation result shows that the proposed circuit takes 0.14ms for processing 512×512 test image database and requires the least number of operations compared with previous techniques; therefore, it is suitable for low-cost high-performance system on chip systems.</abstract><cop>Taipei</cop><pub>社團法人中華民國計算語言學學會</pub><doi>10.6688/JISE.202005_36(3).0004</doi><tpages>12</tpages></addata></record> |
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subjects | Algorithms Computer simulation Edge detection Field programmable gate arrays Image detection Image processing Integrated circuits Low cost System on chip Very large scale integration |
title | High-Efficient Low-Cost VLSI Implementation for Canny Edge Detection |
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