Deep Learning for Unsupervised Anomaly Localization in Industrial Images: A Survey

21 July 2022

Papers citing "Deep Learning for Unsupervised Anomaly Localization in Industrial Images: A Survey"

32 / 32 papers shown

Title
Examining the Source of Defects from a Mechanical Perspective for 3D Anomaly Detection Hanzhe Liang Aoran Wang Jie Zhou Xin Jin C. Gao Jinbao Wang 169 1 0 09 May 2025
PaRCE: Probabilistic and Reconstruction-based Competency Estimation for CNN-based Image Classification Sara Pohland Claire Tomlin UQCV 172 1 0 22 Nov 2024
DiffusionAD: Norm-guided One-step Denoising Diffusion for Anomaly Detection Hui Zhang Zheng Wang Dan Zeng Zuxuan Wu Yu-Gang Jiang DiffM 118 33 0 15 Mar 2023
Self-Supervised Predictive Convolutional Attentive Block for Anomaly Detection Nicolae-Cătălin Ristea Neelu Madan Radu Tudor Ionescu Kamal Nasrollahi Fahad Shahbaz Khan T. Moeslund M. Shah 99 194 0 17 Nov 2021
FastFlow: Unsupervised Anomaly Detection and Localization via 2D Normalizing Flows Jiawei Yu1 Ye Zheng Xiang Wang Wei Li Yushuang Wu Rui Zhao Liwei Wu 63 312 0 15 Nov 2021
Focus Your Distribution: Coarse-to-Fine Non-Contrastive Learning for Anomaly Detection and Localization Ye Zheng Xiang Wang Rui Deng Tianpeng Bao Rui Zhao Liwei Wu OOD 75 63 0 09 Oct 2021
Anomaly Detection in Medical Imaging -- A Mini Review M. Tschuchnig M. Gadermayr 52 83 0 25 Aug 2021
CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing Flows Denis A. Gudovskiy Shun Ishizaka Kazuki Kozuka 112 404 0 27 Jul 2021
Contrastive Predictive Coding for Anomaly Detection Puck de Haan Sindy Löwe UQCV SSL 85 19 0 16 Jul 2021
Towards Total Recall in Industrial Anomaly Detection Karsten Roth Latha Pemula J. Zepeda Bernhard Schölkopf Thomas Brox Peter V. Gehler UQCV 88 919 0 15 Jun 2021
Semi-orthogonal Embedding for Efficient Unsupervised Anomaly Segmentation Jin-Hwa Kim Do-Hyeong Kim Saehoon Yi Taehoon Lee 79 54 0 31 May 2021
Inpainting Transformer for Anomaly Detection Jonathan Pirnay K. Chai ViT 172 167 0 28 Apr 2021
VT-ADL: A Vision Transformer Network for Image Anomaly Detection and Localization P. Mishra Riccardo Verk Daniele Fornasier C. Piciarelli G. Foresti ViT 108 302 0 20 Apr 2021
Mixed supervision for surface-defect detection: from weakly to fully supervised learning Jakob Bozic Domen Tabernik D. Skočaj 56 255 0 13 Apr 2021
Anomaly Detection Based on Selection and Weighting in Latent Space Yiwen Liao Alexander Bartler Binh Yang DRL 47 13 0 08 Mar 2021
Student-Teacher Feature Pyramid Matching for Anomaly Detection Guodong Wang Shumin Han Errui Ding Di Huang 73 220 0 07 Mar 2021
Anomaly detection and automatic labeling for solar cell quality inspection based on Generative Adversarial Network Julen Balzategui Luka Eciolaza Daniel Maestro-Watson 135 26 0 05 Mar 2021
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 258 4,067 0 20 Nov 2020
PaDiM: a Patch Distribution Modeling Framework for Anomaly Detection and Localization Thomas Defard Aleksandr Setkov Angélique Loesch Romaric Audigier UQCV 79 843 0 17 Nov 2020
Image Anomaly Detection by Aggregating Deep Pyramidal Representations P. Mishra C. Piciarelli G. Foresti 24 6 0 12 Nov 2020
A Unifying Review of Deep and Shallow Anomaly Detection Lukas Ruff Jacob R. Kauffmann Robert A. Vandermeulen G. Montavon Wojciech Samek Marius Kloft Thomas G. Dietterich Klaus-Robert Muller UQCV 117 803 0 24 Sep 2020
Improved anomaly detection by training an autoencoder with skip connections on images corrupted with Stain-shaped noise Anne-Sophie Collin Christophe De Vleeschouwer 72 87 0 29 Aug 2020
Anomaly localization by modeling perceptual features David Dehaene P. Eline DRL 43 42 0 12 Aug 2020
Patch SVDD: Patch-level SVDD for Anomaly Detection and Segmentation Jihun Yi Sungroh Yoon 153 385 0 29 Jun 2020
Iterative energy-based projection on a normal data manifold for anomaly localization David Dehaene Oriel Frigo Sébastien Combrexelle P. Eline 45 145 0 10 Feb 2020
Towards Visually Explaining Variational Autoencoders Wenqian Liu Runze Li Meng Zheng Srikrishna Karanam Ziyan Wu B. Bhanu Richard J. Radke Mario Sznaier 103 219 0 18 Nov 2019
Uninformed Students: Student-Teacher Anomaly Detection with Discriminative Latent Embeddings Paul Bergmann Michael Fauser David Sattlegger C. Steger 84 665 0 06 Nov 2019
Skip-GANomaly: Skip Connected and Adversarially Trained Encoder-Decoder Anomaly Detection S. Akçay Amir Atapour-Abarghouei T. Breckon UQCV 100 381 0 25 Jan 2019
Deep Learning for Anomaly Detection: A Survey Raghavendra Chalapathy Sanjay Chawla AI4TS 154 1,494 0 10 Jan 2019
Image Anomalies: a Review and Synthesis of Detection Methods T. Ehret Axel Davy Jean-Michel Morel M. Delbracio 50 48 0 07 Aug 2018
Deep Autoencoding Models for Unsupervised Anomaly Segmentation in Brain MR Images Christoph Baur Benedikt Wiestler Shadi Albarqouni Nassir Navab UQCV MedIm 55 442 0 12 Apr 2018
Variational Inference with Normalizing Flows Danilo Jimenez Rezende S. Mohamed DRL BDL 318 4,197 0 21 May 2015