Abstract: Highlights•Propose a novel semi-supervised method to address spatial inconsistency.•Introduce uncertainty-guided pseudo-labeling denoising.•Design a prototype-level fusion strategy to improve confusion regions prediction.•Explore the effectiveness of our method on PASCAL-5i and COCO-20i datasets.
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