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Open access 2026

A Training-Free Vision Foundation Model Synergy Framework for Building Extraction in High-Resolution Remote Sensing Images

This dual-path design, tailored to the geometric characteristics of buildings, is the first attempt to fully exploit SAM’s complementary capabilities in a unified training-free pipeline, exhibiting excellent accuracy, robustness, and cross-dataset adaptability, and providing valuable insights for practical remote sensing applications.

Junming Chen, Bing Liu, Weiqi Lian et al. · 0 citations