Semantic aware representation learning for optimizing image retrieval systems in radiology

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Zografoula Vagena, Xiaoyang Wei, Camille Kurtz, Florence Cloppet

Published: 2025, Last Modified: 10 Nov 2025Pattern Recognit. 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Metadata about image semantics is beneficial for representation learning.•External medical knowledge can be integrated for better semantics understanding.•Severity of mistakes can to be taken into account to improve image retrieval.•Differentiable average precision-based loss is suitable for representation learning.