Ashwani Rathee

InsightSeg: Reusing Correction Insights for Guideline-Consistent Segmentation

InsightSeg is introduced, an episodic memory mechanism that converts successful correction episodes into reusable, visually grounded insights that improves both first-pass and final guideline-consistent segmentation performance while requiring fewer refinement steps, demonstrating that multi-agent refinement can become...