Glacier remote sensing information extraction based on improved DeepLab v3

Yanni Ma; Junchuan Yu; Qiong Wu; Xin Xu; Yangyang Chen

doi:10.1117/12.2668425

23 February 2023 Glacier remote sensing information extraction based on improved DeepLab v3

Yanni Ma, Junchuan Yu, Qiong Wu, Xin Xu, Yangyang Chen

Proceedings Volume 12551, Fourth International Conference on Geoscience and Remote Sensing Mapping (GRSM 2022); 125512C (2023) https://doi.org/10.1117/12.2668425
Event: Fourth International Conference on Geoscience and Remote Sensing Mapping (GRSM 2022), 2022, Changchun, China

Abstract

This paper uses DeepLab v3 to extract glacier information from remote sensing images. DeepLab v3 is embedded into the stacked model to study the glacier recognition in the hinterland of Qilian Mountains in Gansu Province, learn the glacier characteristics and background characteristics respectively, and then integrate the two channels to produce the final results. With this method, glacier information can be extracted with high efficiency and accuracy.

Citation Download Citation

Yanni Ma, Junchuan Yu, Qiong Wu, Xin Xu, and Yangyang Chen "Glacier remote sensing information extraction based on improved DeepLab v3", Proc. SPIE 12551, Fourth International Conference on Geoscience and Remote Sensing Mapping (GRSM 2022), 125512C (23 February 2023); https://doi.org/10.1117/12.2668425

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
7 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

Convolution

Image segmentation

Glaciers

Remote sensing

Education and training

Semantics

Data modeling

Show All Keywords

Keywords/Phrases

Search In:

Publication Years