Journal of Robotics, Networking and Artificial Life

Volume 1, Issue 2, September 2014, Pages 160 - 163

Multiple-window Bag of Features for Road Environment Recognition

Authors
Shou Morita, Joo Kooi Tan, Hyoungseop Kim, Seiji Ishikawa
Corresponding Author
Shou Morita
Available Online 15 September 2014.
DOI
10.2991/jrnal.2014.1.2.13How to use a DOI?
Keywords
Object recognition, bag of features, multiple-windows, VLAD, computer vision
Abstract

The idea of Bag of Features (BoF) is recently often employed for general object recognition. But, as it does not take positional relations of detected features into account, the recognition rate is still not very high for practical use. This paper proposes a method of describing the feature of an object by the BoF representation which considers positional information of the features. Although the original BoF representation is applied to an entire image, the proposed method employs multiple windows on an image. The BoF representation is applied to each of the windows to represent an object in the image interested for recognition. The performance of the proposed method is shown experimentally.

Copyright
© 2013, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Download article (PDF)

Journal
Journal of Robotics, Networking and Artificial Life
Volume-Issue
1 - 2
Pages
160 - 163
Publication Date
2014/09/15
ISSN (Online)
2352-6386
ISSN (Print)
2405-9021
DOI
10.2991/jrnal.2014.1.2.13How to use a DOI?
Copyright
© 2013, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

TY  - JOUR
AU  - Shou Morita
AU  - Joo Kooi Tan
AU  - Hyoungseop Kim
AU  - Seiji Ishikawa
PY  - 2014
DA  - 2014/09/15
TI  - Multiple-window Bag of Features for Road Environment Recognition
JO  - Journal of Robotics, Networking and Artificial Life
SP  - 160
EP  - 163
VL  - 1
IS  - 2
SN  - 2352-6386
UR  - https://doi.org/10.2991/jrnal.2014.1.2.13
DO  - 10.2991/jrnal.2014.1.2.13
ID  - Morita2014
ER  -