- Title
- Investigating the Effects of Image Correction Through Affine Transformations on Licence Plate Recognition
- Creator
- Boby, Alden, Brown, Dane L, Connan, James, Marais, Marc
- Subject
- To be catalogued
- Date
- 2022
- Type
- text
- Type
- article
- Identifier
- http://hdl.handle.net/10962/465190
- Identifier
- vital:76581
- Identifier
- xlink:href="https://ieeexplore.ieee.org/abstract/document/9856380"
- Description
- Licence plate recognition has many real-world applications, which fall under security and surveillance. Deep learning for licence plate recognition has been adopted to improve existing image-based processing techniques in recent years. Object detectors are a popular choice for approaching this task. All object detectors are some form of a convolutional neural network. The You Only Look Once framework and Region-Based Convolutional Neural Networks are popular models within this field. A novel architecture called the Warped Planar Object Detector is a recent development by Zou et al. that takes inspiration from YOLO and Spatial Network Transformers. This paper aims to compare the performance of the Warped Planar Object Detector and YOLO on licence plate recognition by training both models with the same data and then directing their output to an Enhanced Super-Resolution Generative Adversarial Network to upscale the output image, then lastly using an Optical Character Recognition engine to classify characters detected from the images.
- Format
- computer, online resource, application/pdf, 1 online resource (5 pages), pdf
- Publisher
- IEEE Xplore
- Language
- English
- Relation
- International Conference on Artificial Intelligence, Big Data, Computing and Data Communication Systems (icABCD), Boby, A., Brown, D., Connan, J. and Marais, M., 2022, August. Investigating the Effects of Image Correction Through Affine Transformations on Licence Plate Recognition. In 2022 International Conference on Artificial Intelligence, Big Data, Computing and Data Communication Systems (icABCD) (pp. 1-6). IEEE, International Conference on Artificial Intelligence, Big Data, Computing and Data Communication Systems (icABCD) p. 1 2022
- Rights
- Publisher
- Rights
- Use of this resource is governed by the terms and conditions of the IEEE Xplore Terms of Use Statement (https://ieeexplore.ieee.org/Xplorehelp/overview-of-ieee-xplore/terms-of-use)
- Rights
- Closed Access
- Hits: 20
- Visitors: 20
- Downloads: 0
Collections
Brown, Dane A (Dr)
Connan, James (Mr)
RU Department of Computer Science
SDG 09. Industry, Innovation and Infrastructure
| Thumbnail | File | Description | Size | Format | |||
|---|---|---|---|---|---|---|---|
| View Details | SOURCE1 | Investigating the Effects of Image Correction Through Affine Transformations on Licence Plate Recognition.pdf | 647 KB | Adobe Acrobat PDF | View Details |