Automatic Recognition of Peruvian Car License Plates

Sebastian Escalante; Victor Murray

doi:10.1109/INTERCON50315.2020.9220217

Automatic Recognition of Peruvian Car License Plates

Sebastian Escalante, Victor Murray

Producción científica: Capítulo del libro/informe/acta de congreso › Contribución a la conferencia › revisión exhaustiva

1 Cita (Scopus)

Resumen

Some of the applications of automatic license plate recognition algorithms are security, tracking, and toll collection. However, due to the lack of regulations on Peruvian car license plates, developing a robust system to detect them represents a challenge. The problem is not only related to different rules based on vehicle types or rule year inconsistencies but also that many vehicles on the road have degraded license plates or thick protectors that hinder the character recognition process. In this manuscript, we present an optimized method based on the k-nearest neighbors (k-NN) classification method, which is compared with regular k-NN and multiclass support vector machines to recognize Peruvian car license plates, with accuracy results bigger than 96% for the optimized k-NN method.

Idioma original	Inglés
Título de la publicación alojada	Proceedings of the 2020 IEEE 27th International Conference on Electronics, Electrical Engineering and Computing, INTERCON 2020
Editorial	Institute of Electrical and Electronics Engineers Inc.
ISBN (versión digital)	9781728193779
DOI	https://doi.org/10.1109/INTERCON50315.2020.9220217
Estado	Publicada - set. 2020
Publicado de forma externa	Sí
Evento	27th IEEE International Conference on Electronics, Electrical Engineering and Computing, INTERCON 2020 - Virtual, Lima, Perú Duración: 3 set. 2020 → 5 set. 2020

Serie de la publicación

Nombre	Proceedings of the 2020 IEEE 27th International Conference on Electronics, Electrical Engineering and Computing, INTERCON 2020

Conferencia

Conferencia	27th IEEE International Conference on Electronics, Electrical Engineering and Computing, INTERCON 2020
País/Territorio	Perú
Ciudad	Virtual, Lima
Período	3/09/20 → 5/09/20

ODS de las Naciones Unidas

Este resultado contribuye a los siguientes Objetivos de Desarrollo Sostenible

Acceder al documento

10.1109/INTERCON50315.2020.9220217

Otros archivos y enlaces

Enlace a la publicación en Scopus

Citar esto

Escalante, S., & Murray, V. (2020). Automatic Recognition of Peruvian Car License Plates. En Proceedings of the 2020 IEEE 27th International Conference on Electronics, Electrical Engineering and Computing, INTERCON 2020 Artículo 9220217 (Proceedings of the 2020 IEEE 27th International Conference on Electronics, Electrical Engineering and Computing, INTERCON 2020). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/INTERCON50315.2020.9220217

Escalante, Sebastian ; Murray, Victor. / Automatic Recognition of Peruvian Car License Plates. Proceedings of the 2020 IEEE 27th International Conference on Electronics, Electrical Engineering and Computing, INTERCON 2020. Institute of Electrical and Electronics Engineers Inc., 2020. (Proceedings of the 2020 IEEE 27th International Conference on Electronics, Electrical Engineering and Computing, INTERCON 2020).

@inproceedings{a21e075910984e66af42010c4bc33341,

title = "Automatic Recognition of Peruvian Car License Plates",

abstract = "Some of the applications of automatic license plate recognition algorithms are security, tracking, and toll collection. However, due to the lack of regulations on Peruvian car license plates, developing a robust system to detect them represents a challenge. The problem is not only related to different rules based on vehicle types or rule year inconsistencies but also that many vehicles on the road have degraded license plates or thick protectors that hinder the character recognition process. In this manuscript, we present an optimized method based on the k-nearest neighbors (k-NN) classification method, which is compared with regular k-NN and multiclass support vector machines to recognize Peruvian car license plates, with accuracy results bigger than 96% for the optimized k-NN method.",

keywords = "Automatic license plate recognitio, k-nearest neighbor",

author = "Sebastian Escalante and Victor Murray",

note = "Publisher Copyright: {\textcopyright} 2020 IEEE.; 27th IEEE International Conference on Electronics, Electrical Engineering and Computing, INTERCON 2020 ; Conference date: 03-09-2020 Through 05-09-2020",

year = "2020",

month = sep,

doi = "10.1109/INTERCON50315.2020.9220217",

language = "English",

series = "Proceedings of the 2020 IEEE 27th International Conference on Electronics, Electrical Engineering and Computing, INTERCON 2020",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

booktitle = "Proceedings of the 2020 IEEE 27th International Conference on Electronics, Electrical Engineering and Computing, INTERCON 2020",

}

Escalante, S & Murray, V 2020, Automatic Recognition of Peruvian Car License Plates. En Proceedings of the 2020 IEEE 27th International Conference on Electronics, Electrical Engineering and Computing, INTERCON 2020., 9220217, Proceedings of the 2020 IEEE 27th International Conference on Electronics, Electrical Engineering and Computing, INTERCON 2020, Institute of Electrical and Electronics Engineers Inc., 27th IEEE International Conference on Electronics, Electrical Engineering and Computing, INTERCON 2020, Virtual, Lima, Perú, 3/09/20. https://doi.org/10.1109/INTERCON50315.2020.9220217

Automatic Recognition of Peruvian Car License Plates. / Escalante, Sebastian; Murray, Victor.
Proceedings of the 2020 IEEE 27th International Conference on Electronics, Electrical Engineering and Computing, INTERCON 2020. Institute of Electrical and Electronics Engineers Inc., 2020. 9220217 (Proceedings of the 2020 IEEE 27th International Conference on Electronics, Electrical Engineering and Computing, INTERCON 2020).

Producción científica: Capítulo del libro/informe/acta de congreso › Contribución a la conferencia › revisión exhaustiva

TY - GEN

T1 - Automatic Recognition of Peruvian Car License Plates

AU - Escalante, Sebastian

AU - Murray, Victor

PY - 2020/9

Y1 - 2020/9

N2 - Some of the applications of automatic license plate recognition algorithms are security, tracking, and toll collection. However, due to the lack of regulations on Peruvian car license plates, developing a robust system to detect them represents a challenge. The problem is not only related to different rules based on vehicle types or rule year inconsistencies but also that many vehicles on the road have degraded license plates or thick protectors that hinder the character recognition process. In this manuscript, we present an optimized method based on the k-nearest neighbors (k-NN) classification method, which is compared with regular k-NN and multiclass support vector machines to recognize Peruvian car license plates, with accuracy results bigger than 96% for the optimized k-NN method.

AB - Some of the applications of automatic license plate recognition algorithms are security, tracking, and toll collection. However, due to the lack of regulations on Peruvian car license plates, developing a robust system to detect them represents a challenge. The problem is not only related to different rules based on vehicle types or rule year inconsistencies but also that many vehicles on the road have degraded license plates or thick protectors that hinder the character recognition process. In this manuscript, we present an optimized method based on the k-nearest neighbors (k-NN) classification method, which is compared with regular k-NN and multiclass support vector machines to recognize Peruvian car license plates, with accuracy results bigger than 96% for the optimized k-NN method.

KW - Automatic license plate recognitio

KW - k-nearest neighbor

UR - http://www.scopus.com/inward/record.url?scp=85095422420&partnerID=8YFLogxK

U2 - 10.1109/INTERCON50315.2020.9220217

DO - 10.1109/INTERCON50315.2020.9220217

M3 - Conference contribution

AN - SCOPUS:85095422420

T3 - Proceedings of the 2020 IEEE 27th International Conference on Electronics, Electrical Engineering and Computing, INTERCON 2020

BT - Proceedings of the 2020 IEEE 27th International Conference on Electronics, Electrical Engineering and Computing, INTERCON 2020

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 27th IEEE International Conference on Electronics, Electrical Engineering and Computing, INTERCON 2020

Y2 - 3 September 2020 through 5 September 2020

ER -

Escalante S, Murray V. Automatic Recognition of Peruvian Car License Plates. En Proceedings of the 2020 IEEE 27th International Conference on Electronics, Electrical Engineering and Computing, INTERCON 2020. Institute of Electrical and Electronics Engineers Inc. 2020. 9220217. (Proceedings of the 2020 IEEE 27th International Conference on Electronics, Electrical Engineering and Computing, INTERCON 2020). doi: 10.1109/INTERCON50315.2020.9220217

Automatic Recognition of Peruvian Car License Plates

Resumen

Serie de la publicación

Conferencia

ODS de las Naciones Unidas

Acceder al documento

Otros archivos y enlaces

Huella

Citar esto