DOSE: Dominance-Guided Ordinal Severity Estimation from Sparse Relative Annotations
Medical severity estimation commonly relies on absolute grade annotations, which are fundamentally ordinal, yet existing methods often treat the grades as independent categories.
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Source · arXiv