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Describing textures in the wild

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cs.LG 1

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2025 1

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UNVERDICTED 1

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RankOOD -- Class Ranking-based Out-of-Distribution Detection

cs.LG · 2025-11-25 · unverdicted · novelty 5.0

RankOOD detects out-of-distribution samples by training a model to predict fixed class-specific ranking permutations via the Plackett-Luce loss, achieving a 4.3% FPR95 reduction on near-OOD TinyImageNet.

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  • RankOOD -- Class Ranking-based Out-of-Distribution Detection cs.LG · 2025-11-25 · unverdicted · none · ref 4

    RankOOD detects out-of-distribution samples by training a model to predict fixed class-specific ranking permutations via the Plackett-Luce loss, achieving a 4.3% FPR95 reduction on near-OOD TinyImageNet.