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IEEE Transactions on Pattern Analysis and Machine Intelligence40(4), 834–848 (2018)

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cs.CV 1

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2026 1

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Weakly Supervised Segmentation as Semantic-Based Regularization

cs.CV · 2026-05-13 · unverdicted · novelty 6.0 · 2 refs

A neurosymbolic approach uses fuzzy logic constraints to refine SAM under weak supervision, producing improved pseudo-labels that enable state-of-the-art segmentation on Pascal VOC and REFUGE2.

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  • Weakly Supervised Segmentation as Semantic-Based Regularization cs.CV · 2026-05-13 · unverdicted · none · ref 6 · 2 links

    A neurosymbolic approach uses fuzzy logic constraints to refine SAM under weak supervision, producing improved pseudo-labels that enable state-of-the-art segmentation on Pascal VOC and REFUGE2.