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Matching-Based Few-Shot Semantic Segmentation Models Are Interpretable by Design

Affinity Explainer leverages matching-based FSS architectures to extract support-pixel attribution maps outperforming standard attribution methods and enabling model diagnosis.

Pasquale De Marinis, Uzay Kaymak, Rogier Brussee, Gennaro Vessio and 1 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · Code

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