Hyperspectral remote sensing classification based on SVM with end-member extraction

Xinlu Ma; Weidong Yan; Hui Bian; Bin Sun; Peizhong Wang

doi:10.1117/12.2031271

26 October 2013 Hyperspectral remote sensing classification based on SVM with end-member extraction

Xinlu Ma, Weidong Yan, Hui Bian, Bin Sun, Peizhong Wang

Proceedings Volume 8921, MIPPR 2013: Remote Sensing Image Processing, Geographic Information Systems, and Other Applications; 89210B (2013) https://doi.org/10.1117/12.2031271
Event: Eighth International Symposium on Multispectral Image Processing and Pattern Recognition, 2013, Wuhan, China

Abstract

In order to enhance the accuracy of hyperspectral remote sensing classification, a classification method based on SVM with end-member extraction is presented. Firstly, the end-members are extracted using pure pixel index approach, and then the ground target is identified based on the spectral feature fitting , followed by the spectral classification of the hyperspectral remote sensing images with the Support Vector Machines. The experiment results indicated that the validity and efficiency of our method are more accurately than the traditional SVM solutions which simply use the regions of interest selected from image as the training samples.

Citation Download Citation

Xinlu Ma, Weidong Yan, Hui Bian, Bin Sun, and Peizhong Wang "Hyperspectral remote sensing classification based on SVM with end-member extraction", Proc. SPIE 8921, MIPPR 2013: Remote Sensing Image Processing, Geographic Information Systems, and Other Applications, 89210B (26 October 2013); https://doi.org/10.1117/12.2031271

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available

Members: $17.00

Non-members: $21.00 ADD TO CART

PROCEEDINGS
5 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

Remote sensing

Hyperspectral imaging

Detection and tracking algorithms

Image classification

Image processing

Statistical analysis

Feature extraction

Show All Keywords

Keywords/Phrases

Search In:

Publication Years