Abstract: Highlights•A two-stage framework facilitates user interaction and precise segmentation refinement.•The memory-optimized backbone of ICS-Unet improves efficiency and segmentation accuracy.•Local mask segmentation leverages user clicks while preserving mask integrity.•CSA computes feature correlations for accurate pixel-level classification.•Compatibility with existing IMS architectures enhances its utility.
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