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MSSDF: Modality-Shared Self-supervised Distillation for High-Resolution Multi-modal Remote Sensing Image Learning

delete2025-11-26
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PRE
AI
T
Tong Wang
G
Guanzhou Chen
张晓东 cover
张晓东 (Xiaodong Zhang)
C
Chenxi Liu
王家启 cover
王家启 (Jiaqi Wang)
X
Xiaoliang Tan
W
Wenchao Guo
杨庆媛 (Qingyuan Yang)
K
Kaiqi Zhang
DOI:10.1016/j.inffus.2025.104006delete
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Abstract

Abstract

En 中文
• Proposed a modality-shared self-supervised distillation framework for pertraining. • Designed an information-aware strategy to keep semantic important content. • Introduced a cross-modal mask method to enhance inter-modality correlation learning. • Formulated a multi-task objective for better pretrain task. • Built a 640K 5cm-resolution multi-modal remote sensing dataset.

Journal

Information Fusion cover
Information Fusion
IF:
15.5
Papers:
4.1K
Citations:
2.7W

Organization

W
wuhan university
Scholars:
8.1W
Papers: 5.8W
Citations: 70