MVTecAD (MVTEC ANOMALY DETECTION DATASET)

MVTec AD 是用于对异常检测方法进行基准测试的数据集，重点是工业检测。它包含超过 5000 张高分辨率图像，分为 15 个不同的对象和纹理类别。每个类别包括一组无缺陷的训练图像和一组具有各种缺陷的图像以及没有缺陷的图像的测试集。MVTec AD is a dataset for benchmarking anomaly detection methods, with a focus on industrial inspection. It contains over 5000 high-resolution images divided into 15 distinct object and texture categories. Each category includes a set of defect-free training images, as well as a test set containing images with various defects and defect-free images.

搜集汇总

背景与挑战

背景概述

MVTecAD是一个专注于工业异常检测的基准测试数据集，包含15个类别的5000多张高分辨率图像，每个类别提供无缺陷训练集和有缺陷测试集。该数据集由MVTec于2019年发布，采用CC BY-NC-SA 4.0许可证。