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POLSAR DATA ONLINE CLASSIFICATION BASED ON MULTI-VIEW LEARNING

Abstract: 

Polarimetric synthetic aperture radar (PolSAR) plays an indispensable part in remote sensing. With its development and application, rapid and accurate online classification for PolSAR data becomes more and more important. PolSAR data can be depicted by different features such as polarimetric, texture and color features, which can be considered as multiple views. In this paper, we propose an online multiview
learning method based on the passive aggressive algorithm, named OMVPA, for PolSAR data real-time classification. The OMVPA method makes full use of the consistency and complementary properties of different views. Experimental results on real PolSAR data demonstrate that the proposed method maintain a smaller mistake rate compared with other methods.

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Paper Details

Authors:
Xiangli Nie, Shuguang Ding, Bo Zhang, Hong Qiao, Xiayuan Huang
Submitted On:
15 September 2017 - 5:20pm
Short Link:
Type:
Poster
Event:
Paper Code:
MA-PG.4
Document Year:
2017
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Document Files

Poster_ICIP2017_Online multiview learning.pdf

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[1] Xiangli Nie, Shuguang Ding, Bo Zhang, Hong Qiao, Xiayuan Huang, "POLSAR DATA ONLINE CLASSIFICATION BASED ON MULTI-VIEW LEARNING", IEEE SigPort, 2017. [Online]. Available: http://sigport.org/2161. Accessed: Oct. 14, 2019.
@article{2161-17,
url = {http://sigport.org/2161},
author = {Xiangli Nie; Shuguang Ding; Bo Zhang; Hong Qiao; Xiayuan Huang },
publisher = {IEEE SigPort},
title = {POLSAR DATA ONLINE CLASSIFICATION BASED ON MULTI-VIEW LEARNING},
year = {2017} }
TY - EJOUR
T1 - POLSAR DATA ONLINE CLASSIFICATION BASED ON MULTI-VIEW LEARNING
AU - Xiangli Nie; Shuguang Ding; Bo Zhang; Hong Qiao; Xiayuan Huang
PY - 2017
PB - IEEE SigPort
UR - http://sigport.org/2161
ER -
Xiangli Nie, Shuguang Ding, Bo Zhang, Hong Qiao, Xiayuan Huang. (2017). POLSAR DATA ONLINE CLASSIFICATION BASED ON MULTI-VIEW LEARNING. IEEE SigPort. http://sigport.org/2161
Xiangli Nie, Shuguang Ding, Bo Zhang, Hong Qiao, Xiayuan Huang, 2017. POLSAR DATA ONLINE CLASSIFICATION BASED ON MULTI-VIEW LEARNING. Available at: http://sigport.org/2161.
Xiangli Nie, Shuguang Ding, Bo Zhang, Hong Qiao, Xiayuan Huang. (2017). "POLSAR DATA ONLINE CLASSIFICATION BASED ON MULTI-VIEW LEARNING." Web.
1. Xiangli Nie, Shuguang Ding, Bo Zhang, Hong Qiao, Xiayuan Huang. POLSAR DATA ONLINE CLASSIFICATION BASED ON MULTI-VIEW LEARNING [Internet]. IEEE SigPort; 2017. Available from : http://sigport.org/2161