An FPGA based embedded vision system for real-time motion detection
This paper proposes an efficient FPGA (Field Programmable Gate Array) based real time video processing platform for monocular object detection. Algorithms that depend on the background subtraction techniques were proposed on FPGA. Due to its paramount importance for background subtraction algorithms...
| Main Authors: | , |
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| Format: | Proceeding Paper |
| Language: | English |
| Published: |
2015
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| Subjects: | |
| Online Access: | http://irep.iium.edu.my/48022/ http://irep.iium.edu.my/48022/1/ID_117.pdf |
| _version_ | 1848783237435883520 |
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| author | AlDahoul, Nouar Htike@Muhammad Yusof, Zaw Zaw |
| author_facet | AlDahoul, Nouar Htike@Muhammad Yusof, Zaw Zaw |
| author_sort | AlDahoul, Nouar |
| building | IIUM Repository |
| collection | Online Access |
| description | This paper proposes an efficient FPGA (Field Programmable Gate Array) based real time video processing platform for monocular object detection. Algorithms that depend on the background subtraction techniques were proposed on FPGA. Due to its paramount importance for background subtraction algorithms to disregard unimportant movements such as camera jitter and tree branches, a multi model sigma delta algorithm was used. Furthermore, a Gaussian pyramid was utilized in the preprocessing state to reduce the frame size so as to reduce memory and time complexity. This results in a Gaussian Pyramid down sampling multi model sigma delta algorithm that gives low false detection error and good performance. The proposed algorithm was implemented on the FPGA with a 25 MHz crystal. The frame rate was found to be 190 frames per second. The system was able to process 10 pixels at one clock cycle to detect object by using only 643 logic blocks. |
| first_indexed | 2025-11-14T16:18:10Z |
| format | Proceeding Paper |
| id | iium-48022 |
| institution | International Islamic University Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-14T16:18:10Z |
| publishDate | 2015 |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | iium-480222016-01-22T07:02:54Z http://irep.iium.edu.my/48022/ An FPGA based embedded vision system for real-time motion detection AlDahoul, Nouar Htike@Muhammad Yusof, Zaw Zaw T Technology (General) This paper proposes an efficient FPGA (Field Programmable Gate Array) based real time video processing platform for monocular object detection. Algorithms that depend on the background subtraction techniques were proposed on FPGA. Due to its paramount importance for background subtraction algorithms to disregard unimportant movements such as camera jitter and tree branches, a multi model sigma delta algorithm was used. Furthermore, a Gaussian pyramid was utilized in the preprocessing state to reduce the frame size so as to reduce memory and time complexity. This results in a Gaussian Pyramid down sampling multi model sigma delta algorithm that gives low false detection error and good performance. The proposed algorithm was implemented on the FPGA with a 25 MHz crystal. The frame rate was found to be 190 frames per second. The system was able to process 10 pixels at one clock cycle to detect object by using only 643 logic blocks. 2015 Proceeding Paper PeerReviewed application/pdf en http://irep.iium.edu.my/48022/1/ID_117.pdf AlDahoul, Nouar and Htike@Muhammad Yusof, Zaw Zaw (2015) An FPGA based embedded vision system for real-time motion detection. In: International Conference on Advances Technology in Telecommunication, Broadcasting, and Satellite, 26-27 September, 2015, Jakarta, Indonesia. (In Press) http://telsatech.org/ |
| spellingShingle | T Technology (General) AlDahoul, Nouar Htike@Muhammad Yusof, Zaw Zaw An FPGA based embedded vision system for real-time motion detection |
| title | An FPGA based embedded vision system for real-time motion detection |
| title_full | An FPGA based embedded vision system for real-time motion detection |
| title_fullStr | An FPGA based embedded vision system for real-time motion detection |
| title_full_unstemmed | An FPGA based embedded vision system for real-time motion detection |
| title_short | An FPGA based embedded vision system for real-time motion detection |
| title_sort | fpga based embedded vision system for real-time motion detection |
| topic | T Technology (General) |
| url | http://irep.iium.edu.my/48022/ http://irep.iium.edu.my/48022/ http://irep.iium.edu.my/48022/1/ID_117.pdf |