Carsten Steger

MVTec AD — A Comprehensive Real-World Dataset for Unsupervised Anomaly Detection

Paul Bergmann, Michael Fauser, David Sattlegger et al. · 2019 · 1.7K citations

Convolutional Neural Network, Anomaly Detection, Machine Learning +19

An unbiased detector of curvilinear structures

Carsten Steger · IEEE Transactions on Pattern Analysis and Machine Intelligence · 1998 · 1.4K citations

Geometric Modeling, Machine Vision, Image Analysis +14

Uninformed Students: Student-Teacher Anomaly Detection With Discriminative Latent Embeddings

Paul Bergmann, Michael Fauser, David Sattlegger et al. · 2020 · 810 citations · Full text

Anomaly Detection, Machine Learning, Engineering +17

The MVTec Anomaly Detection Dataset: A Comprehensive Real-World Dataset for Unsupervised Anomaly Detection

Paul Bergmann, Kilian Batzner, Michael Fauser et al. · International Journal of Computer Vision · 2021 · 434 citations · Full text

Improving Unsupervised Defect Segmentation by Applying Structural Similarity to Autoencoders

Paul Bergmann, Sindy Löwe, Michael Fauser et al. · 2019 · 419 citations · Full text