Abstract: Knowledge is an abstraction of factual principles of the physical world. Large foundation models encapsulate extensive multimodal knowledge into the parameters and thus invoke machine ...

Abstract: The rich spectral information within hyperspectral images (HSIs) results in large data volumes. Thus finding a compact representation for HSIs while maintaining reconstruction quality is a ...

Concept-based models aim to explain model decisions with human-understandable concepts. However, most existing approaches treat concepts as numerical attributes, without providing complementary visual ...