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Author

Renlong Hang

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Aug 2026

DFMamba: Difference-enhanced and adaptive frequency-aware Mamba for change detection.

Recently, the Mamba architecture has demonstrated outstanding performance in natural language processing and general vision tasks, and has been rapidly extended to the field of Remote Sensing Change Detection (RSCD). However, existing Mamba-based change detection methods lack explicit modeling for precise difference fe...

Panli Yuan, Xingbiao Zhao, Ren-Long Hang · 0 citations
2026

Dual Consistency Learning for Weakly Supervised Change Detection With SAM-Based Priors

Most existing change detection methods rely on supervised learning and require costly pixel-level annotations. Weakly supervised change detection (WSCD) alleviates this burden by using only image-level labels. Existing image-level WSCD methods usually generate class activation maps (CAMs) through change classification...

Feng Zhou, Sun Zhang, Ren-Long Hang · 0 citations

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