遇见数据集

CIFAR-10N

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arXiv2025-09-30 收录
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资源简介:

该数据集名为CIFAR-10N,是CIFAR-10数据集的一个变体,其中包含了标签中不同级别的噪声。在实验中,我们考虑了聚合噪声、随机1噪声和最坏情况噪声这几种情况。每个类别下有5000个训练样本。该数据集的任务包括图像分类和标签噪声检测。

This dataset, named CIFAR-10N, is a variant of the CIFAR-10 dataset that incorporates label noise at varying levels. Three types of label noise are considered in our experimental setup: aggregated noise, random 1 noise, and worst-case noise. Each class contains 5000 training samples. The tasks supported by this dataset include image classification and label noise detection.

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