Differentiable fuzzy logic constraints fine-tune SAM to generate higher-quality pseudo-labels, enabling a second-stage model to reach state-of-the-art weakly supervised segmentation on Pascal VOC and REFUGE2, sometimes beating dense supervision.
In: 32nd British Machine Vision Conference 2021, BMVC 2021, Online, November 22-25
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Weakly Supervised Segmentation as Semantic-Based Regularization
Differentiable fuzzy logic constraints fine-tune SAM to generate higher-quality pseudo-labels, enabling a second-stage model to reach state-of-the-art weakly supervised segmentation on Pascal VOC and REFUGE2, sometimes beating dense supervision.