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Clustering based neural network approach for classification of road images

หน่วยงาน Central Queensland University, Australia

รายละเอียด

ชื่อเรื่อง : Clustering based neural network approach for classification of road images
นักวิจัย : Kinattukara, Tejy. , Verma, Brijesh.
คำค้น : LIBRARY OF CONGRESS NEEDED , Applied research. , 890202 Application Tools and System Utilities. , 080108 Neural, Evolutionary and Fuzzy Computation. , 080109 Pattern Recognition and Data Mining. , Clustering -- Image segmentation -- Classifiers -- Neural networks , Conference Paper. Refereed, Scholarly Journal
หน่วยงาน : Central Queensland University, Australia
ผู้ร่วมงาน : -
ปีพิมพ์ : 2556
อ้างอิง : http://hdl.cqu.edu.au/10018/1016893
ที่มา : Kinattukara, T, Verma, B 2013, 'Clustering based Neural Network Approach for Classification of Road Images', International Conference of Soft Computing and Pattern Recognition, IEEE, NJ, USA.
ความเชี่ยวชาญ : -
ความสัมพันธ์ : International Conference o Soft Computing and Pattern Recognition (SoCPaR 2013), Hanoi, Vietnam, 15-18 December 2013. Piscataway, NJ : IEEE, 2013. p. 178-183 6 pages Refereed 9781479934003 (online) , ACQUIRE [electronic resource] : Central Queensland University Institutional Repository.
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

This paper presents a new approach of combining clustering and neural network classifier for the classification of road images into road and sky segments. The proposed approach first creates clusters for each available class and then uses these clusters to form subclasses for each extracted road image segment. The integration of clusters in the classification process is designed to increase the learning abilities and improve the accuracy of the classification system. The experiments using clustering based neural network classifier have been conducted on the set of images obtained from Transport and Main Roads Queensland. The results have been analysed and presented in this paper.

บรรณานุกรม :
Kinattukara, Tejy. , Verma, Brijesh. . (2556). Clustering based neural network approach for classification of road images.
    กรุงเทพมหานคร : Central Queensland University, Australia.
Kinattukara, Tejy. , Verma, Brijesh. . 2556. "Clustering based neural network approach for classification of road images".
    กรุงเทพมหานคร : Central Queensland University, Australia.
Kinattukara, Tejy. , Verma, Brijesh. . "Clustering based neural network approach for classification of road images."
    กรุงเทพมหานคร : Central Queensland University, Australia, 2556. Print.
Kinattukara, Tejy. , Verma, Brijesh. . Clustering based neural network approach for classification of road images. กรุงเทพมหานคร : Central Queensland University, Australia; 2556.