Improved number plate localisation algorithm and its efficient field programmable gate arrays implementation
Journal article
Zhai, Xiaojun, Ramalingam, Soodamani and Bensaali, Faycal 2013. Improved number plate localisation algorithm and its efficient field programmable gate arrays implementation. IET Circuits, Devices & Systems. https://doi.org/10.1049/iet-cds.2012.0064
| Authors | Zhai, Xiaojun, Ramalingam, Soodamani and Bensaali, Faycal |
|---|---|
| Abstract | Number plate localisation is a very important stage in an automatic number plate recognition (ANPR) system and is computationally intensive. This study presents a low complexity with high-detection rate number plate localisation algorithm based on morphological operations together with an efficient multiplier-less architecture based on that algorithm. The proposed architecture has been successfully implemented and tested using a Mentor Graphics RC240 FPGA (field programmable gate arrays) development board equipped with a 4M-gate Xilinx Virtex-4 LX40. Two database sets sourced from the UK and Greece and including 1000 and 307 images, respectively, both with a resolution of 640 x 480, have been used for testing. Results achieved have shown that the proposed system can process an image in 4.7 ms, while achieving a 97.8% detection rate and consuming only 33% of the available area of the FPGA. |
| Keywords | Image processing; FPGA; Recognition |
| Year | 2013 |
| Journal | IET Circuits, Devices & Systems |
| Publisher | The Institution of Engineering and Technology |
| ISSN | 1751-858X |
| 1751-8598 | |
| Digital Object Identifier (DOI) | https://doi.org/10.1049/iet-cds.2012.0064 |
| Web address (URL) | http://hdl.handle.net/10545/583879 |
| hdl:10545/583879 | |
| Publication dates | 01 Mar 2013 |
| Publication process dates | |
| Deposited | 14 Dec 2015, 10:53 |
| Series | Vol. 7 |
| Issue 2 | |
| Rights | Archived with thanks to IET Circuits, Devices & Systems |
| Contributors | University of Hertfordshire |
| File | File Access Level Open |
Permalink -
https://repository.derby.ac.uk/item/946z9/improved-number-plate-localisation-algorithm-and-its-efficient-field-programmable-gate-arrays-implementation
Download files
20
total views0
total downloads0
views this month0
downloads this month
Export as
Related outputs
Privacy verification of photoDNA based on machine learning
Nadeem, Muhammad Shahroz, Franqueira, Virginia N. L. and Zhai, Xiaojun 2019. Privacy verification of photoDNA based on machine learning. in: The Institution of Engineering and Technology (IET).A survey of deep learning solutions for multimedia visual content analysis.
Nadeem, Muhammad Shahroz, Franqueira, Virginia N. L., Zhai, Xiaojun and Kurugollu, Fatih 2019. A survey of deep learning solutions for multimedia visual content analysis. IEEE Access. https://doi.org/10.1109/ACCESS.2019.DOIHD number plate localization and character segmentation on the Zynq heterogeneous SoC.
Al-Zawqari, Ali, Hommos, Omar, Al-Qahtani, Abdulhadi, Farhat, Ali, Bensaali, Faycal, Zhai, Xiaojun and Amira, Abbes 2018. HD number plate localization and character segmentation on the Zynq heterogeneous SoC. Journal of Real-Time Image Processing. https://doi.org/10.1007/s11554-017-0747-7Real-time automated image segmentation technique for cerebral aneurysm on reconfigurable system-on-chip.
Zhai, Xiaojun, Eslami, Mohammad, Hussein, Ealaf Sayed, Filali, Maroua Salem, Shalaby, Salma Tarek, Amira, Abbes, Bensaali, Faycal, Dakua, Sarada, Abinahed, Julien, Al-Ansari, Abdulla and Ahmed, Ayman Z. 2018. Real-time automated image segmentation technique for cerebral aneurysm on reconfigurable system-on-chip. Journal of Computational Science. https://doi.org/10.1016/j.jocs.2018.05.002Service-oriented system engineering
Bessis, Nik, Zhai, Xiaojun and Sotiriadis, Stelios 2017. Service-oriented system engineering. Future Generation Computer Systems. https://doi.org/10.1016/j.future.2017.11.025Inequality indexes as sparsity measures applied to ventricular ectopic beats detection and its efficient hardware implementation.
Baali, Hamza, Zhai, Xiaojun, Djelouat, Hamza, Amira, Abbes and Bensaali, Faycal 2017. Inequality indexes as sparsity measures applied to ventricular ectopic beats detection and its efficient hardware implementation. IEEE Access. https://doi.org/10.1109/ACCESS.2017.2780190ECG encryption and identification based security solution on the Zynq SoC for connected health systems
Zhai, Xiaojun, Ait Si Ali, Amine, Amira, Abbes and Bensaali, Faycal 2017. ECG encryption and identification based security solution on the Zynq SoC for connected health systems. Journal of Parallel and Distributed Computing. https://doi.org/10.1016/j.jpdc.2016.12.016Detecting compromised programs for embedded system applications
Zhai, Xiaojun, Appiah, Kofi, Ehsan, Shoaib, Cheung, Wah M, Howells, Gareth, Hu, Huosheng, Gu, Dongbing and McDonald-Maier, Klaus 2014. Detecting compromised programs for embedded system applications. in: Springer.Space Wireless Sensor Networks for planetary exploration: Node and network architectures
Rodrigues, Pedro, Oliveira, Andre, Oddi, Guido, Liberati, Francesco, Alvarez, Francisco, Cabas, Ramiro, Vladimirova, Tanya, Zhai, Xiaojun, Jing, Hongyuan and Crosnier, Michael 2014. Space Wireless Sensor Networks for planetary exploration: Node and network architectures. IEEE. https://doi.org/10.1109/AHS.2014.6880175Multi-sensor data fusion in wireless sensor networks for planetary exploration
Zhai, Xiaojun, Jing, Hongyuan and Vladimirova, Tanya 2014. Multi-sensor data fusion in wireless sensor networks for planetary exploration. IEEE. https://doi.org/10.1109/AHS.2014.6880176Hardware acceleration of an image processing system for dielectrophoretic loading of single neurons inside micro-wells of microelectrode arrays
Zhai, Xiaojun, Jaber, Fadi, Bensaali, Faycal and Mishra, Arti 2015. Hardware acceleration of an image processing system for dielectrophoretic loading of single neurons inside micro-wells of microelectrode arrays. IEEE. https://doi.org/10.1109/UKSim.2015.28Data aggregation in wireless sensor networks for lunar exploration
Zhai, Xiaojun and Vladimirova, Tanya 2015. Data aggregation in wireless sensor networks for lunar exploration. IEEE. https://doi.org/10.1109/EST.2015.9ECG security identification system on the Zynq SoC Platform
Zhai, Xiaojun, Amira, Abbes and Bensaali, Faycal 2015. ECG security identification system on the Zynq SoC Platform. IEEE. https://doi.org/10.1109/CIT/IUCC/DASC/PICOM.2015.174OCR based feature extraction and template matching algorithms for Qatari number plate
Farhat, Ali, Al-Zawqari, Ali, Al-Qahtani, Abdulhadi, Hommos, Omar, Bensaali, Faycal, Amira, Abbes and Zhai, Xiaojun 2016. OCR based feature extraction and template matching algorithms for Qatari number plate. IEEE. https://doi.org/10.1109/ICCSII.2016.7462419HD Qatari ANPR system
Hommos, Omar, Al-Qahtani, Abdulhadi, Al-Zawqari, Ali, Bensaali, Faycal, Amira, Abbes and Zhai, Xiaojun 2016. HD Qatari ANPR system. IEEE. https://doi.org/10.1109/ICCSII.2016.7462420Heterogeneous implementation of ECG encryption and identification on the Zynq SoC
Ait Si Ali, Amine, Zhai, Xiaojun, Amira, Abbes, Bensaali, Faycal and Ramzan, Naeem 2016. Heterogeneous implementation of ECG encryption and identification on the Zynq SoC. IEEE. https://doi.org/10.1109/FCCM.2016.44Efficient data-processing algorithms for wireless-sensor-networks-based planetary exploration
Zhai, Xiaojun and Vladimirova, Tanya 2016. Efficient data-processing algorithms for wireless-sensor-networks-based planetary exploration. Journal of Aerospace Information Systems. https://doi.org/10.2514/1.I010373MLP neural network based gas classification system on Zynq SoC
Zhai, Xiaojun, Ait Si Ali, Amine, Amira, Abbes and Bensaali, Faycal 2016. MLP neural network based gas classification system on Zynq SoC. IEEE Access. https://doi.org/10.1109/ACCESS.2016.2619181Real-time optical character recognition on field programmable gate array for automatic number plate recognition system
Sotudeh, Reza, Zhai, Xiaojun and Bensaali, Faycal 2013. Real-time optical character recognition on field programmable gate array for automatic number plate recognition system. IET Circuits, Devices & Systems. https://doi.org/10.1049/iet-cds.2012.0339Exploring ICMetrics to detect abnormal program behaviour on embedded devices
Zhai, Xiaojun, Ehsan, Shoaib, Howells, Gareth, Gu, Dongbing, McDonald-Maier, Klaus, Appiah, Kofi and Hu, Huosheng 2015. Exploring ICMetrics to detect abnormal program behaviour on embedded devices. Journal of Systems Architecture. https://doi.org/10.1016/j.sysarc.2015.07.007Field programmable gate arrays-based number plate binarization and adjustment for automatic number plate recognition systems
Zhai, Xiaojun, Bensaali, Faycal and Sotudeh, Reza 2013. Field programmable gate arrays-based number plate binarization and adjustment for automatic number plate recognition systems. Journal of Electronic Imaging. https://doi.org/10.1117/1.JEI.22.1.013009Improved number plate character segmentation algorithm and its efficient FPGA implementation
Zhai, Xiaojun and Bensaali, Faycal 2012. Improved number plate character segmentation algorithm and its efficient FPGA implementation. Journal of Real-Time Image Processing. https://doi.org/10.1007/s11554-012-0258-5