Embedding Anisotropy in Medical Image Foundation Models: Post Hoc Whitening Degradation and Spectral-Aware Standardization
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Foundation models produce high-dimensional embedding representations whose geometric properties fundamentally determine downstream task effectiveness. Embedding anisotropy-the concentration of representations in a narrow cone-has been documented in natural lan... ...
