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cs.CV2026
InsightSeg: Reusing Correction Insights for Guideline-Consistent Segmentation
Vanshika Vats, Ashwani Rathee, James Davis
Guideline-consistent semantic segmentation requires more than category recognition, as real-world labeling policies demand fine-grained, task-specific decisions. Recent multi-agent…
cs.CV2025
Guideline-Consistent Segmentation via Multi-Agent Refinement
Vanshika Vats, Ashwani Rathee, James Davis
Semantic segmentation in real-world applications often requires not only accurate masks but also strict adherence to textual labeling guidelines. These guidelines are typically com…