A training-free, SAM-based score-calibration and boundary-refinement pipeline reports SOTA OoD segmentation results, but internal inconsistencies prevent the claim from standing.
Masked- attention mask transformer for universal image seg- mentation
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Objectomaly: Objectness-Aware Refinement for OoD Segmentation with Structural Consistency and Boundary Precision
A training-free, SAM-based score-calibration and boundary-refinement pipeline reports SOTA OoD segmentation results, but internal inconsistencies prevent the claim from standing.