Road Vehicle Classification Based on Extreme Learning Machine

被引：0

作者：

Hao, Yan-shuang ^{[1
]}

Yin, Yi-xin ^{[1
]}

Lan, Jin-hui ^{[1
]}

机构：

[1] Univ Sci & Technol Beijing, Sch Automat & Elect Engn, Beijing 100083, Peoples R China

来源：

PROCEEDINGS OF THE 3RD INTERNATIONAL CONFERENCE ON ELECTRIC AND ELECTRONICS | 2013年

关键词：

Vehicle classification; Extreme learning machine; Invariant moments; Edge detection; EDGE;

D O I：

暂无

中图分类号：

TE [石油、天然气工业]; TK [能源与动力工程];

学科分类号：

0807 ; 0820 ;

摘要：

Road vehicle classification plays an important role in traffic surveillance, traffic security, and transportation management systems. This paper proposes a novel vehicle classification algorithm based on extreme learning machine. Invariant moments and horizontal edge features are extracted to classify vehicles into sedan, bus and van truck. Experimental results show that the proposed method can satisfactorily achieve vehicle classification at very fast training speed.

引用

页码：430 / 433

页数：4

共 50 条

[31] Extreme-learning-machine-based land cover classification
Pal, Mahesh
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2009, 30 (14) : 3835 - 3841
[32] Classification of Uncertain Data Streams Based on Extreme Learning Machine
Keyan Cao
Guoren Wang
Donghong Han
Jingwei Ning
Xin Zhang
Cognitive Computation, 2015, 7 : 150 - 160
[33] Fuzzy extreme learning machine for classification
Zhang, W. B.
Ji, H. B.
ELECTRONICS LETTERS, 2013, 49 (07) : 448 - 449
[34] Extreme Learning Machine for Melanoma Classification
Al-Hammouri, Sajidah
Fora, Malak
Ibbini, Mohammed
2021 IEEE JORDAN INTERNATIONAL JOINT CONFERENCE ON ELECTRICAL ENGINEERING AND INFORMATION TECHNOLOGY (JEEIT), 2021, : 114 - 119
[35] Sparse Extreme Learning Machine for Classification
Bai, Zuo
Huang, Guang-Bin
Wang, Danwei
Wang, Han
Westover, M. Brandon
IEEE TRANSACTIONS ON CYBERNETICS, 2014, 44 (10) : 1858 - 1870
[36] Classification with Extreme Learning Machine on GPU
Jezowicz, Toma. S.
Gajdos, Petr
Uher, Vojtech
Snasel, Vaclav
2015 INTERNATIONAL CONFERENCE ON INTELLIGENT NETWORKING AND COLLABORATIVE SYSTEMS IEEE INCOS 2015, 2015, : 116 - 122
[37] Monotonic classification extreme learning machine
Zhu, Hong
Tsang, Eric C. C.
Wang, Xi-Zhao
Ashfaq, Rana Aamir Raza
NEUROCOMPUTING, 2017, 225 : 205 - 213
[38] Multiple-kernel-learning-based extreme learning machine for classification design
Xiaodong Li
Weijie Mao
Wei Jiang
Neural Computing and Applications, 2016, 27 : 175 - 184
[39] Multiple-kernel-learning-based extreme learning machine for classification design
Li, Xiaodong
Mao, Weijie
Jiang, Wei
NEURAL COMPUTING & APPLICATIONS, 2016, 27 (01): : 175 - 184
[40] A Machine Learning Based Vehicle Classification in Forward Scattering Radar
KANONA, M. O. H. A. M. M. E. D. E. A.
ALIAS, M. O. H. A. M. A. D. Y.
HASSAN, M. O. H. A. M. E. D. K. H. A. L. A. F. A. L. L. A.
MOHAMED, K. H. A. L. I. D. S.
KHAIRI, M. U. T. A. Z. H. H.
HAMDAN, M. O. S. A. B.
HAMDALLA, Y. A. S. S. I. N. A.
OSMAN, O. M. N. I. A. M.
AHMED, A. H. M. E. D. M. O.
IEEE ACCESS, 2022, 10 : 64688 - 64700

← 1 2 3 4 5 →