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Hai-Feng Li

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Open access 2026

Revisiting the Effectiveness of Self-Supervised Learning for Change Detection in Remote Sensing Imagery

Remote sensing image change detection is a core task in Earth observation and geographic information science. In recent years, deep learning-based change detection methods have become the mainstream approach. However, these fully supervised methods impose stringent requirements on both the quantity and quality of label...

Xian Li, Hang Ruan, De-Cheng Wang et al. · 0 citations

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