Industrial Anomaly Detection Dataset (MVTec AD)

MVTec AD（MVTec Anomaly Detection Dataset）是由MVTec公司发布的工业异常检测基准数据集。该数据集包含超过5000张高分辨率图像，分为15个不同的物体和纹理类别，每个类别都提供无缺陷的训练图像和包含各种缺陷的测试图像。数据集特别为无监督异常检测方法设计，提供像素级精确的异常标注，广泛应用于工业视觉检测领域的研究和算法评估。MVTec AD (MVTec Anomaly Detection Dataset) is a benchmark dataset for industrial anomaly detection released by MVTec. It contains over 5,000 high-resolution images, categorized into 15 distinct object and texture classes. For each class, defect-free training images and test images with various anomalies are provided. Tailored for unsupervised anomaly detection approaches, the dataset offers pixel-level precise anomaly annotations, and is widely used in research and algorithm evaluation within the field of industrial visual inspection.

搜集汇总

背景与挑战

背景概述

MVTec AD是一个专注于工业检测的异常检测基准数据集，包含15个不同物体和纹理类别，总计超过5000张高分辨率图像。该数据集提供了无缺陷的训练图像和包含各种缺陷及无缺陷图像的测试集，并附有像素级异常标注，适用于非商业用途的学术研究。