Vehicle Make and Model Classification System using Bag of SIFT Features

被引：0

作者：

Manzoor, Muhammad Asif ^{[1
]}

Morgan, Yasser ^{[1
]}

机构：

[1] Univ Regina, Fac Engn & Appl Sci, Regina, SK, Canada

来源：

2017 IEEE 7TH ANNUAL COMPUTING AND COMMUNICATION WORKSHOP AND CONFERENCE IEEE CCWC-2017 | 2017年

关键词：

Vehicle Classification; Support Vector Machine; Bag of Words Model; Scale Invariant Transform Feature (SIFT);

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Vehicle Make and Model classification is an important part of Intelligent Transportation System. In this work, we have proposed a method based on Linear Support vector machine to solve this problem. Scale Invariant Transform Feature (SIFT) algorithm is used in this work to extract and represent local interest points. Bag of words model is used to represent the local features as fixed length vector to represent an image. The proposed method is evaluated on a publicly available vehicle make and model dataset and promising results are achieved with this method.

引用

页数：5

共 50 条

[31] Scale-invariant feature transform (SIFT) and bag of features (BoF)
Yamasaki T.
Kyokai Joho Imeji Zasshi/Journal of the Institute of Image Information and Television Engineers, 2010, 64 (04): : 530 - 537
[32] Dense Bag-of-Temporal-SIFT-Words for Time Series Classification
Bailly, Adeline
Malinowski, Simon
Tavenard, Romain
Chapel, Laetitia
Guyet, Thomas
ADVANCED ANALYSIS AND LEARNING ON TEMPORAL DATA, AALTD 2015, 2016, 9785 : 17 - 30
[33] Bag-of-Features Classification Model for the Diagnose of Melanoma in Dermoscopy Images Using Color and Texture Descriptors
Barata, Catarina
Marques, Jorge S.
Mendonca, Teresa
IMAGE ANALYSIS AND RECOGNITION, 2013, 7950 : 547 - 555
[34] Sports Video Classification Using Bag of Words Model
Dinh Duong
Thang Ba Dinh
Tien Dinh
Duc Duong
INTELLIGENT INFORMATION AND DATABASE SYSTEMS (ACIIDS 2012), PT III, 2012, 7198 : 316 - 325
[35] Speech classification by using binary quantized SIFT features of signal spectrogram images
The Duy Bui
Quang Trung Nguyen
2016 3RD NATIONAL FOUNDATION FOR SCIENCE AND TECHNOLOGY DEVELOPMENT CONFERENCE ON INFORMATION AND COMPUTER SCIENCE (NICS), 2016, : 177 - 182
[36] Vehicle Detection from UAVs by using SIFT with Implicit Shape Model
Chen, Xiyan
Meng, Qinggang
2013 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC 2013), 2013, : 3139 - 3144
[37] Vehicle recognition using improved SIFT and multi-view model
Wang, T., 1600, Xi'an Jiaotong University (47):
[38] Towards an optimal bag-of-features representation for vehicle type classification in thermal infrared imagery
Akula, Aparna
Ghosh, Ripul
Guleria, Neeraj
Kumar, Satish
Sardana, H. K.
OPTICS AND PHOTONICS FOR INFORMATION PROCESSING XII, 2018, 10751
[39] Remote Sensing Image Scene Classification Using Bag of Convolutional Features
Cheng, Gong
Li, Zhenpeng
Yao, Xiwen
Guo, Lei
Wei, Zhongliang
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2017, 14 (10) : 1735 - 1739
[40] Image Retrieval using Bag-of-Features for Lung Cancer Classification
Bhatt, Shital D.
Soni, Himanshu B.
PROCEEDINGS OF THE 6TH INTERNATIONAL CONFERENCE ON INVENTIVE COMPUTATION TECHNOLOGIES (ICICT 2021), 2021, : 531 - 536

← 1 2 3 4 5 →