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Article

Instance Segmentation and Localization of Overlapping Subsurface Rocks in GPR Images Using ConvNeXt and Hybrid Task Cascade

Nian Yu✉, Cheng Huang, Tianyang Li, Yang [::Ou::], Wuji Wang, Wenyan Yu, Hesham [::El::]-Kaliouby

Abstract

Small subsurface rocks pose significant challenges to drilling operations during lunar regolith sampling missions. Ground-penetrating radar (GPR), a nondestructive detection technique, provides high-resolution subsurface imaging; however, accurately interpreting rock echoes remains challenging due to signal interference. This study proposes a novel instance segmentation framework to accurately ide...

Details

Original languageEnglish
JournalIEEE Transactions on Geoscience and Remote Sensing
Volume64
Article number11346818
Pages1-13
DOI10.1109/tgrs.2026.3653005
Publication statusPublished — 2026