Vehicles detection using the MLP and the correlation measurement

被引:1
作者
Mazouzi, Amine [1 ]
Kerfa, Djoudi [2 ]
机构
[1] Natl Inst Telecommun & Informat Technol & Commun, Oran POB 1518, El Mnouar, Oran, Algeria
[2] Polytech Natl Sch Oran Maurice Audin, Es Senia St, Oran, Algeria
来源
2019 INTERNATIONAL CONFERENCE ON ADVANCED ELECTRICAL ENGINEERING (ICAEE) | 2019年
关键词
vehicles detection; Haar characteristics; subspace; process of learning; correlation measurement;
D O I
10.1109/icaee47123.2019.9015144
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
More and more deaths and damage in our highways, the numbers are appalling and the finding is real. In 2018, in Algeria more than 4,000 people have been mowed by road accidents, the half of them are young people. With these figures, it is no longer a question of just a simple classic road safety, but an automatic and accurate road safety is widely desired. Our work is just part of this problematic and offers at the first time and in terms of computer vision, a combination of different image processing approaches and artificial intelligence. Our method is designed to exactly detect vehicles in particular locations, it has been made based on a combination of a learning process and a correlation measurement approach. In our method, a secession of phases have been used which, features extraction types Haar, reducing the size of the vectors that were used for the training phase using the technical subspace, a learning procedure using an artificial neural network, and finally to refine the results a correlation measurement approach was performed.
引用
收藏
页数:5
相关论文
共 14 条
[1]  
Alshaqaqi B, 2012, INT REV COMPUTERS SO, V7, P2804
[2]  
[Anonymous], IEEE T
[3]  
Charfi Imen, 2015, INT REV COMPUTERS SO, V10
[4]  
Cheng Hong, 2006, P 18 INT C PATT REC
[5]  
Fu CM, 2006, INT C PATT RECOG, P1070
[6]  
Hilario C., 2004, DRIVER ASSISTANCE SY
[7]  
Hilario C., 2005, IEEE T
[8]  
Kerfa Djoudi, 2014, INT REV COMPUTERS SO, V9
[9]  
Mohia Yacine, 2014, INT REV COMPUTERS SO, V9
[10]  
Ruiz-Hernandez John, 2007, DETECTION FACES EMBA