Simultaneous change region and pattern identification for very high-resolution images

Chunlei Huo; Leigang Huo; Zhixin Zhou; Chunhong Pan

doi:10.1117/1.JRS.11.045007

27 October 2017 Simultaneous change region and pattern identification for very high-resolution images

Chunlei Huo, Leigang Huo, Zhixin Zhou, Chunhong Pan

Author Affiliations +

Journal of Applied Remote Sensing, Vol. 11, Issue 4, 045007 (October 2017). https://doi.org/10.1117/1.JRS.11.045007

Abstract

By taking advantages of fine details obtained by the improved spatial resolution, very high-resolution images are promising for detecting change regions and identifying change patterns. However, high overlaps between different change patterns and the complexities of multiclass classification make it difficult to reliably separate change features. A framework named simultaneous change region and pattern identification (SCRAPI) is proposed for simultaneously detecting change regions and identifying change patterns, whose components are aimed at capturing overlaps between change patterns and reducing overlaps driven by user-specific interests. To validate the effectiveness of SCRAPI, a supervised approach is illustrated within this framework, which starts with modeling the relationship between change features by interclass couples and intraclass couples, followed by metric learning where structural sparsity is captured by the mixed norm. Experiments demonstrate the effectiveness of the proposed approach.

Citation Download Citation

Chunlei Huo, Leigang Huo, Zhixin Zhou, and Chunhong Pan "Simultaneous change region and pattern identification for very high-resolution images," Journal of Applied Remote Sensing 11(4), 045007 (27 October 2017). https://doi.org/10.1117/1.JRS.11.045007

Received: 30 March 2017; Accepted: 2 October 2017; Published: 27 October 2017

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: $24.00

Non-members: $28.00 ADD TO CART

JOURNAL ARTICLE
15 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

Buildings

Image classification

Feature extraction

Binary data

Feature selection

Vegetation

Spatial resolution

Show All Keywords

Keywords/Phrases

Search In:

Publication Years