MVTEC 3D-AD (THE MVTEC 3D ANOMALY DETECTION DATASET)

MVTec 3D 异常检测数据集 (MVTec 3D-AD) 是用于无监督异常检测和定位任务的综合 3D 数据集。它包含由工业 3D 传感器获取的超过 4000 次高分辨率扫描。 10 个不同的对象类别中的每一个都包含一组无缺陷的训练和验证样本以及一组具有各种缺陷的样本测试集。为每个异常测试样本提供精确的真实标注。

The MVTec 3D Anomaly Detection Dataset (MVTec 3D-AD) is a comprehensive 3D dataset designed for unsupervised anomaly detection and localization tasks. It contains over 4000 high-resolution scans acquired by industrial 3D sensors. Each of the 10 distinct object categories includes a set of defect-free training and validation samples, as well as a test set with samples featuring various defects. Precise ground-truth annotations are provided for every anomalous test sample.

搜集汇总

背景与挑战

背景概述

MVTec 3D-AD是一个用于无监督异常检测和定位的综合3D数据集，包含超过4000次高分辨率扫描，覆盖10个不同工业对象类别，每个类别提供无缺陷训练样本和带有各种缺陷的测试样本，并附有精确的真实标注。该数据集由MVTec于2022年发布，适用于三维异常检测和分割任务，采用CC BY-NC-SA 4.0许可证。