SAM-STF: A Multibranch SAM-Guided Spatial–Temporal-Frequency Aware Framework for Semantic Change Detection
Semantic change detection (SCD) aims to determine whether land-cover categories change and how they evolve across multitemporal remote sensing images. Despite recent advances, existing methods still face some challenges. First, the encoders of visual foundation models produce overly smoothed representations, weakening...