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 strategy. This method gradually identifies more trustworthy positives for each anchor by relocating its proxy to regions densely populated with semantically similar samples. Specifically%2C we initially establish a tight boundary to gather a few reliable positive samples around each anchor. Then%2C considering the distribution of positive samples%2C we relocate the proxy anchor towards areas with a higher concentration of positives and adjust the positiveness boundary based on the propagation degree of the proxy anchor. Moreover%2C to account for ambiguous regions where positive and negative samples may coexist near the positiveness boundary%2C we introduce an instance-wise ambiguous zone. Samples within these zones are excluded from the negative set%2C further enhancing the reliability of the negative set. Our state-of-the-art performances on various datasets validate the effectiveness of the proposed method for Unsupervised Semantic Segmentation.?quality=80&w=800)
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