arxivcs.CVcs.AI2026-07-22
U-CFR: Uncertainty-Guided Cascade Forward Refinement for Interactive Segmentation
Elijah Danquah Darko, Min Xian, Terence Soule, Tiankai Yao, Matthew William Anderson
Interactive image segmentation is critical for efficient image annotation; however, existing methods often require many corrective clicks or rely on passive refinement schemes that converge slowly. We propose Uncertainty-Guided Cascade Forward Refinement (U-CFR), a novel inferenc…