five

CIFAR-N

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arXiv2025-09-30 收录
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该数据集名为CIFAR-N,包括CIFAR-10N和CIFAR-100N两个部分,它们是CIFAR-10和CIFAR-100的数据集版本,由人类标注者使用多种类型的噪声标签进行了重新标注。CIFAR-10N的标签类型包括随机1、随机2、随机3、聚合和最差,而CIFAR-100N则只有一个由人类标注的标签集。这些数据集涵盖了多种类型的标签,其规模各异,针对的任务是带有噪声标签的图像分类。

This dataset is named CIFAR-N, comprising two subsets: CIFAR-10N and CIFAR-100N. Both are revised editions of the original CIFAR-10 and CIFAR-100 datasets, which were re-annotated by human annotators using multiple types of noisy labels. For CIFAR-10N, the available label types include Random 1, Random 2, Random 3, Aggregate, and Worst; in contrast, CIFAR-100N only includes a single set of human-annotated labels. These datasets feature diverse label noise patterns with varying scales, and are designed for the task of image classification with noisy labels.
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CIFAR
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