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Adam Wróbel

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#artificial intelligence Preprint Oct 2026

DisParQ: Self-Supervised Part Concepts for Interpretable Vision Foundation Models

Concept-based vision models represent images through an intermediate layer of human-inspectable concepts, so what a model relies on can be traced to those concepts. However, those models are often limited to fixed categories or depend on language to define their concepts. We introduce DisParQ (Discrete Parts with Quant...

Adam Pardyl, Siddhartha Gairola, Sukrut Rao et al. · 0 citations

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