ACADSTAFF UGM

CREATION
Title : Robust license plate detection in complex scene using MSER-Dominant Vertical Sobel
Author :

GAMMA KOSALA (1) Prof. Drs. Agus Harjoko, M.Sc., Ph.D. (2) Prof. Dra. Sri Hartati, M.Sc., Ph.D. (3)
Date : 0 2020
Keyword : license plate detection, Maximally Stable Extremal Region, edge detection, vertical Sobel operator license plate detection, Maximally Stable Extremal Region, edge detection, vertical Sobel operator
Abstract : This paper presents a robust method to locate a license plate in a complex scene. In contrast to the most existing method which use the non-handcrafted feature to locate the license plate area, our method uses a modified handcrafted feature. We used Maximally Stable Extremal Region (MSER) combining with dominant vertical Sobel to construct essential biner images. Closing morphology operation is implemented to merge the contour extracted by MSER and dominant vertical edge detection. Based on the area and ratio of contour, license plate candidate area is selected. Furthermore, Support Vector Machine (SVM) is introduced to choose a license plate area by analyzing the Histogram of Oriented Gradient (HOG) of each candidate. For performance evaluation, two datasets consisting of complex scene images under different conditions are tested. The main advantage of this approach is that it is faster than non-handcrafted feature-based method while maintaining the high accuracy of plate detection.
Group of Knowledge : Ilmu Komputer
Original Language : English
Level : Internasional
Status :
Published
Document
No Title Document Type Action
1 IJCS_47_2_10-turnitin.pdf
Document Type : [PAK] Cek Similarity
[PAK] Cek Similarity View
2 Editorial board - IAENG International Journal of Computer Science (IJCS).pdf
Document Type : [PAK] Halaman Editorial
[PAK] Halaman Editorial View
3 Front page - IAENG International Journal of Computer Science (IJCS).pdf
Document Type : [PAK] Halaman Cover
[PAK] Halaman Cover View
4 home+toc IAENG International Journal of Computer Science (IJCS).pdf
Document Type : [PAK] Daftar Isi
[PAK] Daftar Isi View
5 Correspondence all.pdf
Document Type : [PAK] Bukti Korespondensi Penulis
[PAK] Bukti Korespondensi Penulis View
6 Scimagojr - IAENG International Journal of Computer Science.pdf
Document Type :
View
7 IJCS_47_2_10 lengkap.pdf
Document Type : [PAK] Full Dokumen
[PAK] Full Dokumen View