WNJXYK/TTA-CIFAR-100-C
收藏Hugging Face2026-04-23 更新2026-04-26 收录
下载链接:
https://hf-mirror.com/datasets/WNJXYK/TTA-CIFAR-100-C
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资源简介:
TTA CIFAR-100-C是CIFAR-100-C的镜像版本,专为可重复的测试时间适应评估而设计。该数据集包含19种不同的图像损坏类型(15种标准损坏和4种保留损坏),每种损坏类型有5个严重程度的分割,每个分割包含10,000张图像。数据集使用CIFAR-100的测试标签,并在各种损坏和严重程度下重复使用。该数据集主要用于评估神经网络对常见图像损坏和扰动的鲁棒性,是测试时间适应(TTA)研究的重要资源。
TTA CIFAR-100-C is a mirror of CIFAR-100-C (Hendrycks & Dietterich, ICLR 2019) with a revision pin for reproducible test-time adaptation evaluation. The dataset includes 19 configs (15 standard corruptions + 4 held-out corruptions), with 5 splits per config (severity_1 through severity_5), each containing 10,000 images. The same 10,000 CIFAR-100 test labels are reused under every corruption/severity. It is primarily used for benchmarking neural network robustness to common corruptions and perturbations, serving as a key resource for test-time adaptation (TTA) research.
提供机构:
WNJXYK



