A real-time omnidirectional target detection system based on FPGA.
Saved in:
| Title: | A real-time omnidirectional target detection system based on FPGA. |
|---|---|
| Authors: | Zhang, Zhe1 (AUTHOR), Li, Huan1 (AUTHOR) huanli@xidian.edu.cn, Yu, Yue1 (AUTHOR), Qin, Hanlin1 (AUTHOR), Wang, Dabao2 (AUTHOR), Zhou, Huixin1 (AUTHOR), Song, Shangzhen1 (AUTHOR), Liu, Yanyan3 (AUTHOR) |
| Source: | Multimedia Tools & Applications. Aug2023, Vol. 82 Issue 20, p30929-30947. 19p. |
| Subjects: | Field programmable gate arrays, PCI bus (Computer bus), Cache memory |
| Abstract: | The Field Programmable Gate Array (FPGA) has been widely used in time-critical tasks such as object detection and tracking. To better accomplish the above tasks, the detection range of the system becomes more and more important. Therefore, a real-time omnidirectional target detection system was carried out. In this system, a dim and small target detection method based on cascaded guided image filter (CGIF) is proposed. Our FPGA-based system shows excellent performance in dim and small target detection with the high detection rate (94%) and the low false alarm rate (5%). First, a target detection algorithm based on cascaded guided image filter is introduced, where the details of large objects can be well suppressed, and the targets are extracted through background suppression and clustering. Second, we design an FPGA-based system, which contains multichannel videos as input through Peripheral Component Interconnect Express (PCIE) interfaces, based on mother-daughter architecture for real-time implementation. Moreover, we also propose a one-line cache display method to exhibit the detection results, which can save much storage space with the same display effect compared with the traditional cache-based scheme. The experimental results show that the proposed system has promising performance and efficiency. [ABSTRACT FROM AUTHOR] |
| Copyright of Multimedia Tools & Applications is the property of Springer Nature 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 |
|
Full text is not displayed to guests.
Login for full access.
|
|
| FullText | Links: – Type: pdflink Text: Availability: 1 |
|---|---|
| Header | DbId: egs DbLabel: Engineering Source An: 167307510 AccessLevel: 6 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
| IllustrationInfo | |
| Items | – Name: Title Label: Title Group: Ti Data: A real-time omnidirectional target detection system based on FPGA. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AR" term="%22Zhang%2C+Zhe%22">Zhang, Zhe</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Li%2C+Huan%22">Li, Huan</searchLink><relatesTo>1</relatesTo> (AUTHOR)<i> huanli@xidian.edu.cn</i><br /><searchLink fieldCode="AR" term="%22Yu%2C+Yue%22">Yu, Yue</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Qin%2C+Hanlin%22">Qin, Hanlin</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Wang%2C+Dabao%22">Wang, Dabao</searchLink><relatesTo>2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Zhou%2C+Huixin%22">Zhou, Huixin</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Song%2C+Shangzhen%22">Song, Shangzhen</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Liu%2C+Yanyan%22">Liu, Yanyan</searchLink><relatesTo>3</relatesTo> (AUTHOR) – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22Multimedia+Tools+%26+Applications%22">Multimedia Tools & Applications</searchLink>. Aug2023, Vol. 82 Issue 20, p30929-30947. 19p. – 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="%22PCI+bus+%28Computer+bus%29%22">PCI bus (Computer bus)</searchLink><br /><searchLink fieldCode="DE" term="%22Cache+memory%22">Cache memory</searchLink> – Name: Abstract Label: Abstract Group: Ab Data: The Field Programmable Gate Array (FPGA) has been widely used in time-critical tasks such as object detection and tracking. To better accomplish the above tasks, the detection range of the system becomes more and more important. Therefore, a real-time omnidirectional target detection system was carried out. In this system, a dim and small target detection method based on cascaded guided image filter (CGIF) is proposed. Our FPGA-based system shows excellent performance in dim and small target detection with the high detection rate (94%) and the low false alarm rate (5%). First, a target detection algorithm based on cascaded guided image filter is introduced, where the details of large objects can be well suppressed, and the targets are extracted through background suppression and clustering. Second, we design an FPGA-based system, which contains multichannel videos as input through Peripheral Component Interconnect Express (PCIE) interfaces, based on mother-daughter architecture for real-time implementation. Moreover, we also propose a one-line cache display method to exhibit the detection results, which can save much storage space with the same display effect compared with the traditional cache-based scheme. The experimental results show that the proposed system has promising performance and efficiency. [ABSTRACT FROM AUTHOR] – Name: AbstractSuppliedCopyright Label: Group: Ab Data: <i>Copyright of Multimedia Tools & Applications is the property of Springer Nature 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.) |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=egs&AN=167307510 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1007/s11042-023-14585-w Languages: – Code: eng Text: English PhysicalDescription: Pagination: PageCount: 19 StartPage: 30929 Subjects: – SubjectFull: Field programmable gate arrays Type: general – SubjectFull: PCI bus (Computer bus) Type: general – SubjectFull: Cache memory Type: general Titles: – TitleFull: A real-time omnidirectional target detection system based on FPGA. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Zhang, Zhe – PersonEntity: Name: NameFull: Li, Huan – PersonEntity: Name: NameFull: Yu, Yue – PersonEntity: Name: NameFull: Qin, Hanlin – PersonEntity: Name: NameFull: Wang, Dabao – PersonEntity: Name: NameFull: Zhou, Huixin – PersonEntity: Name: NameFull: Song, Shangzhen – PersonEntity: Name: NameFull: Liu, Yanyan IsPartOfRelationships: – BibEntity: Dates: – D: 15 M: 08 Text: Aug2023 Type: published Y: 2023 Identifiers: – Type: issn-print Value: 13807501 Numbering: – Type: volume Value: 82 – Type: issue Value: 20 Titles: – TitleFull: Multimedia Tools & Applications Type: main |
| ResultId | 1 |
