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Yuan-Xin Xiang

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#small language model Preprint Sep 2026

Rank-Consistent Set Reasoning for Co-Salient Object Detection

Rank-Consistent Set Reasoning is presented, a supervised dense-prediction framework that models a group as an unordered set rather than as a sequence of images or a semantic label, and introduces a group permutation objective and hard-distractor augmentation so that the model learns the properties of a set-level target...

Yuan-Xin Xiang, Matteo Rossi, Ying-Zhou Chen · 0 citations

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