MVTec 3D anomaly detection dataset (MVTec 3D-AD)is a comprehensive 3D dataset for the task of unsupervised anomaly detection and localization. It contains over 4000 high-resolution scans acquired by an industrial 3D sensor. Each of the 10 different object categories comprises a set of defect-fre...
Paul Bergmann, Xin Jin, David Sattlegger, Carsten Steger:The MVTec 3D-AD Dataset for Unsupervised 3D Anomaly Detection and Localization; in:Proceedings of the 17th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 5: VISAPP, 202-213,...
Real3D-AD: A Dataset of Point Cloud Anomaly Detection[NeurIPS 2023 homepage][paper]...
We introduce the first comprehensive 3D dataset for the task of unsupervised anomaly detection and localization. It is inspired by real-world visual inspection scenarios in which a model has to detect various types of defects on manufactured products, even if it is trained only on anomaly-free da...
CVPR 2023]Real3D-AD: A Dataset of Point Cloud Anomaly Detection[NeurIPS 2023 homepage][paper]...
Paul Bergmann, Xin Jin, David Sattlegger, Carsten Steger: The MVTec 3D-AD Dataset for Unsupervised 3D Anomaly Detection and Localization; in: Proceedings of the 17th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 5: VISAPP, 202-21...
Paul Bergmann, Michael Fauser, David Sattlegger, Carsten Steger:MVTec AD — A Comprehensive Real-World Dataset for Unsupervised Anomaly Detection; in:IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR),9584-9592, 2019,DOI: 10.1109/CVPR.2019.00982....
Paperwithcode上EfficientAD已经霸榜好久了,可以看到在LOCO AD和VisA上都是第一。 但这个框架,官方一直没有放出开源版本,只能看着眼馋。因此,我按文章附录的伪代码实现了一个…阅读全文 赞同13 7 条评论 分享收藏 深度学习视觉异常检测最近越做越迷茫,数据集是Mvtec,怎样摆脱迷茫? 不怕痛 ...
In HALCON 22.11, the Global Context Anomaly Detection (GC-AD) is significantly faster and requires less GPU memory, both during training and inference. train_dl_model_batch is now up to 750% faster and requires up to 5 times less GPU memory. Using HALCON's AI Accelerator Interface, apply_...
As the pretrained Global Context Anomaly Detection (GC-AD) model has been improved and changed, a training of the new model may lead to different results in comparison to a training of the previous GC-AD model on the same dataset.More information. ...