Resource-Efficient FPGA Architecture and Implementation of Hough Transform.
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| Title: | Resource-Efficient FPGA Architecture and Implementation of Hough Transform. |
|---|---|
| Authors: | Chen, Zhong-Ho1, Su, Alvin W. Y.1, Sun, Ming-Ting2 |
| Source: | IEEE Transactions on Very Large Scale Integration (VLSI) Systems. Aug2012, Vol. 20 Issue 8, p1419-1428. 10p. |
| Subjects: | Field programmable gate arrays, Integrated circuit design, Mathematical transformations, Embedded computer systems, Parallel algorithms, Image analysis |
| Abstract: | Hough transform is widely used for detecting straight lines in an image, but it involves huge computations. For embedded application, field-programmable gate arrays are one of the most used hardware accelerators to achieve real-time implementation of Hough transform. In this paper, we present a resource-efficient architecture and implementation of Hough transform on an FPGA. The incrementing property of Hough transform is described and used to reduce the resource requirement. In order to facilitate parallelism, we divide the image into blocks and apply the incrementing property to pixels within a block and between blocks. Moreover, the locality of Hough transform is analyzed to reduce the memory access. The proposed architecture is implement on an Altera EP2S180F1508C3 device and can operate at a maximum frequency of 200 MHz. It could compute the Hough transform of 512 \times 512 test images with 180 orientations in 2.07–3.16 ms without using many FPGA resources (i.e., one could achieve the performance by adopting a low-cost low-end FPGA). [ABSTRACT FROM PUBLISHER] |
| Copyright of IEEE Transactions on Very Large Scale Integration (VLSI) Systems is the property of IEEE and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.) | |
| Database: | Engineering Source |
| FullText | Text: Availability: 0 |
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| Header | DbId: egs DbLabel: Engineering Source An: 77060325 AccessLevel: 6 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Resource-Efficient FPGA Architecture and Implementation of Hough Transform. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AR" term="%22Chen%2C+Zhong-Ho%22">Chen, Zhong-Ho</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AR" term="%22Su%2C+Alvin+W%2E+Y%2E%22">Su, Alvin W. Y.</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AR" term="%22Sun%2C+Ming-Ting%22">Sun, Ming-Ting</searchLink><relatesTo>2</relatesTo> – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22IEEE+Transactions+on+Very+Large+Scale+Integration+%28VLSI%29+Systems%22">IEEE Transactions on Very Large Scale Integration (VLSI) Systems</searchLink>. Aug2012, Vol. 20 Issue 8, p1419-1428. 10p. – Name: Subject Label: Subjects Group: Su Data: <searchLink fieldCode="DE" term="%22Field+programmable+gate+arrays%22">Field programmable gate arrays</searchLink><br /><searchLink fieldCode="DE" term="%22Integrated+circuit+design%22">Integrated circuit design</searchLink><br /><searchLink fieldCode="DE" term="%22Mathematical+transformations%22">Mathematical transformations</searchLink><br /><searchLink fieldCode="DE" term="%22Embedded+computer+systems%22">Embedded computer systems</searchLink><br /><searchLink fieldCode="DE" term="%22Parallel+algorithms%22">Parallel algorithms</searchLink><br /><searchLink fieldCode="DE" term="%22Image+analysis%22">Image analysis</searchLink> – Name: Abstract Label: Abstract Group: Ab Data: Hough transform is widely used for detecting straight lines in an image, but it involves huge computations. For embedded application, field-programmable gate arrays are one of the most used hardware accelerators to achieve real-time implementation of Hough transform. In this paper, we present a resource-efficient architecture and implementation of Hough transform on an FPGA. The incrementing property of Hough transform is described and used to reduce the resource requirement. In order to facilitate parallelism, we divide the image into blocks and apply the incrementing property to pixels within a block and between blocks. Moreover, the locality of Hough transform is analyzed to reduce the memory access. The proposed architecture is implement on an Altera EP2S180F1508C3 device and can operate at a maximum frequency of 200 MHz. It could compute the Hough transform of 512 \times 512 test images with 180 orientations in 2.07–3.16 ms without using many FPGA resources (i.e., one could achieve the performance by adopting a low-cost low-end FPGA). [ABSTRACT FROM PUBLISHER] – Name: AbstractSuppliedCopyright Label: Group: Ab Data: <i>Copyright of IEEE Transactions on Very Large Scale Integration (VLSI) Systems is the property of IEEE and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract.</i> (Copyright applies to all Abstracts.) |
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| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1109/TVLSI.2011.2160002 Languages: – Code: eng Text: English PhysicalDescription: Pagination: PageCount: 10 StartPage: 1419 Subjects: – SubjectFull: Field programmable gate arrays Type: general – SubjectFull: Integrated circuit design Type: general – SubjectFull: Mathematical transformations Type: general – SubjectFull: Embedded computer systems Type: general – SubjectFull: Parallel algorithms Type: general – SubjectFull: Image analysis Type: general Titles: – TitleFull: Resource-Efficient FPGA Architecture and Implementation of Hough Transform. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Chen, Zhong-Ho – PersonEntity: Name: NameFull: Su, Alvin W. Y. – PersonEntity: Name: NameFull: Sun, Ming-Ting IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 08 Text: Aug2012 Type: published Y: 2012 Identifiers: – Type: issn-print Value: 10638210 Numbering: – Type: volume Value: 20 – Type: issue Value: 8 Titles: – TitleFull: IEEE Transactions on Very Large Scale Integration (VLSI) Systems Type: main |
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