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2025 1

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Rethinking the Sample Relations for Few-Shot Classification

cs.CV · 2025-01-23 · conditional · novelty 5.0

A contrastive pre-training method with separate losses for same-sample, same-class, and different-class relations achieves 1-shot state-of-the-art on miniImageNet, tieredImageNet, CIFAR-FS, and CUB.

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  • Rethinking the Sample Relations for Few-Shot Classification cs.CV · 2025-01-23 · conditional · none · ref 7

    A contrastive pre-training method with separate losses for same-sample, same-class, and different-class relations achieves 1-shot state-of-the-art on miniImageNet, tieredImageNet, CIFAR-FS, and CUB.