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Automatic extraction of Martian dune crestlines under complex conditions: A comparative study of image processing, terrain analysis, and deep learning

delete2026-04-28
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PRE
AI
Y
Ying Luo
Y
Yi Zhou *
C
Chao Li
G
Guoqiang Peng
Z
Zhibao Dong
DOI:10.1016/j.aeolia.2026.101047delete
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Abstract

Abstract

En 中文
• Digital Image Processing-based methods map crestline geometry but are noise-sensitive. • Digital Terrain Analysis-based methods ensure continuity but limit spatial accuracy. • Deep Learning-based methods show few false detections but suffer omissions and breaks. • Systematic comparison of three dune crestline extraction methods in Martian settings. • Error sources of the three methods are analyzed and specific improvements suggested.
Keywords:
Digital Image Processing
Digital Terrain Analysis
Deep Learning
Dune Crestline Extraction
Martian Surface Analysis

Journal

Aeolian Research cover
Aeolian Research
IF:
3.4
Papers:
782
Citations:
2.2K

Organization

S
Shaanxi Normal University
Scholars:
1.6W
Papers: 1.1W
Citations: 1.7W
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