X. Bai

Training-Free Entity-Level Few-Shot Segmentation of Remote Sensing Images with Advection Refinement

This work first leverage SAM3's generic geometric priors to generate category-agnostic entity primitives, and introduces an advection equation-based semantic refinement mechanism to propagate category-aware information across both feature and similarity spaces, enhancing semantic continuity and suppressing local textur...