Deep Industrial Image Anomaly Detection: A Survey

27 January 2023

Chengjie Wang

Papers citing "Deep Industrial Image Anomaly Detection: A Survey"

41 / 41 papers shown

Title
Boosting Global-Local Feature Matching via Anomaly Synthesis for Multi-Class Point Cloud Anomaly Detection Yuqi Cheng Yunkang Cao Dongfang Wang Nong Sang Wenlong Li 34 1 0 12 May 2025
ReplayCAD: Generative Diffusion Replay for Continual Anomaly Detection Lei Hu Zhiyong Gan Ling Deng Jinglin Liang Lingyu Liang Shuangping Huang Tianshui Chen DiffM 31 0 0 10 May 2025
Unsupervised Anomaly Detection for Autonomous Robots via Mahalanobis SVDD with Audio-IMU Fusion Yizhuo Yang Jiulin Zhao Xinhang Xu Kun Cao Shenghai Yuan Lihua Xie 29 0 0 09 May 2025
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 26 0 0 09 May 2025
LR-IAD:Mask-Free Industrial Anomaly Detection with Logical Reasoning Peijian Zeng Feiyan Pang Zhanbo Wang Aimin Yang 74 0 0 28 Apr 2025
3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise Yifeng Cheng Juan Du 25 1 0 17 Apr 2025
ISP-AD: A Large-Scale Real-World Dataset for Advancing Industrial Anomaly Detection with Synthetic and Real Defects Paul J. Krassnig Dieter P. Gruber 157 0 0 06 Mar 2025
Large Language Models for Anomaly and Out-of-Distribution Detection: A Survey Ruiyao Xu Kaize Ding 60 5 0 17 Feb 2025
KKA: Improving Vision Anomaly Detection through Anomaly-related Knowledge from Large Language Models Dong Chen Zhengqing Hu Peiguang Fan Yueting Zhuang Yafei Li Qidong Liu Xiaoheng Jiang Mingliang Xu VLM 50 0 0 14 Feb 2025
Exploring Few-Shot Defect Segmentation in General Industrial Scenarios with Metric Learning and Vision Foundation Models Tongkun Liu Bing Li Xiao Jin Yupeng Shi Qiuying Li Xiang Wei 64 0 0 03 Feb 2025
Patch-aware Vector Quantized Codebook Learning for Unsupervised Visual Defect Detection Qisen Cheng Shuhui Qu Janghwan Lee 51 4 0 17 Jan 2025
Look Inside for More: Internal Spatial Modality Perception for 3D Anomaly Detection Hanzhe Liang Guoyang Xie Chengbin Hou Bingshu Wang Can Gao Jinbao Wang 3DPC 93 4 0 18 Dec 2024
Attention-Guided Perturbation for Unsupervised Image Anomaly Detection Tingfeng Huang Yuxuan Cheng Jingbo Xia Rui Yu Yuxuan Cai Jinhai Xiang Xinwei He AAML 66 0 0 14 Aug 2024
GeneralAD: Anomaly Detection Across Domains by Attending to Distorted Features Luc P.J. Strater Mohammadreza Salehi E. Gavves Cees G. M. Snoek Yuki M. Asano 41 7 0 17 Jul 2024
Domain-independent detection of known anomalies Jonas Buhler Jonas Fehrenbach Lucas Steinmann Christian Nauck Marios Koulakis 28 0 0 03 Jul 2024
Long-Tailed Anomaly Detection with Learnable Class Names Chih-Hui Ho Kuan-Chuan Peng Nuno Vasconcelos OODD 43 6 0 29 Mar 2024
SoftPatch: Unsupervised Anomaly Detection with Noisy Data Xi Jiang Ying Chen Qiang Nie Yong-Jin Liu Jianlin Liu Jinbao Wang WU Kai Chengjie Wang Feng Zheng 129 60 0 21 Mar 2024
Real-IAD: A Real-World Multi-View Dataset for Benchmarking Versatile Industrial Anomaly Detection Chengjie Wang Wenbing Zhu Bin-Bin Gao Zhenye Gan Jianning Zhang Zhihao Gu Shuguang Qian Mingang Chen Lizhuang Ma 50 46 0 19 Mar 2024
Dual-path Frequency Discriminators for Few-shot Anomaly Detection Yuhu Bai Jiangning Zhang Yuhang Dong Guanzhong Tian Liang Liu Yunkang Cao Yabiao Wang Chengjie Wang 36 2 0 07 Mar 2024
Multimodal Industrial Anomaly Detection by Crossmodal Feature Mapping Alex Costanzino Pierluigi Zama Ramirez Giuseppe Lisanti Luigi Di Stefano 19 10 0 07 Dec 2023
PAD: A Dataset and Benchmark for Pose-agnostic Anomaly Detection Qiang Zhou Weize Li Lihan Jiang Guoliang Wang Guyue Zhou Shanghang Zhang Hao Zhao 32 30 0 11 Oct 2023
High-Fidelity Zero-Shot Texture Anomaly Localization Using Feature Correspondence Analysis Andrei-Timotei Ardelean Tim Weyrich 39 4 0 13 Apr 2023
WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation Jongheon Jeong Yang Zou Taewan Kim Dongqing Zhang Avinash Ravichandran O. Dabeer VLM 75 186 0 26 Mar 2023
Masked Transformer for image Anomaly Localization Axel De Nardin P. Mishra G. Foresti C. Piciarelli ViT MedIm 45 15 0 27 Oct 2022
Reconstruction from edge image combined with color and gradient difference for industrial surface anomaly detection Tongkun Liu Bing Li Zhu Zhao Xiaoyu Du Bin Jiang Leqi Geng 28 35 0 26 Oct 2022
Anomaly Detection Requires Better Representations Tal Reiss Niv Cohen Eliahu Horwitz Ron Abutbul Yedid Hoshen OOD AI4TS SSL 46 21 0 19 Oct 2022
Self-Supervised Masked Convolutional Transformer Block for Anomaly Detection Neelu Madan Nicolae-Cătălin Ristea Radu Tudor Ionescu Kamal Nasrollahi F. Khan T. Moeslund M. Shah ViT MedIm 258 61 0 25 Sep 2022
Self-Supervised Masking for Unsupervised Anomaly Detection and Localization Chaoqin Huang Qinwei Xu Yanfeng Wang Yu Wang Ya-Qin Zhang 37 66 0 13 May 2022
Omni-frequency Channel-selection Representations for Unsupervised Anomaly Detection Yufei Liang Jiangning Zhang Shiwei Zhao Ru-Chwen Wu Yong-Jin Liu Shuwen Pan 120 116 0 01 Mar 2022
Anomaly Detection via Reverse Distillation from One-Class Embedding Hanqiu Deng Xingyu Li UQCV 117 448 0 26 Jan 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 305 7,443 0 11 Nov 2021
Fully Convolutional Cross-Scale-Flows for Image-based Defect Detection Marco Rudolph Tom Wehrbein Bodo Rosenhahn Bastian Wandt UQCV 78 208 0 06 Oct 2021
A Multi-Scale A Contrario method for Unsupervised Image Anomaly Detection Matías Tailanián Pablo Musé Álvaro Pardo 37 8 0 05 Oct 2021
Natural Synthetic Anomalies for Self-Supervised Anomaly Detection and Localization Hannah M. Schlüter Jeremy Tan Benjamin Hou Bernhard Kainz 118 128 0 30 Sep 2021
Transfer Learning Gaussian Anomaly Detection by Fine-tuning Representations Oliver Rippel Arnav Chavan Chucai Lei Dorit Merhof 44 18 0 09 Aug 2021
Contrastive Predictive Coding for Anomaly Detection Puck de Haan Sindy Löwe UQCV SSL 37 19 0 16 Jul 2021
Inpainting Transformer for Anomaly Detection Jonathan Pirnay K. Chai ViT 107 165 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 80 287 0 20 Apr 2021
Densely Nested Top-Down Flows for Salient Object Detection Chaowei Fang Haibin Tian Dingwen Zhang Qiang Zhang Jungong Han Junwei Han 35 72 0 18 Feb 2021
Salient Object Detection via Integrity Learning Mingchen Zhuge Deng-Ping Fan Nian Liu Dingwen Zhang Dong Xu Ling Shao AAML 60 296 0 19 Jan 2021
DFR: Deep Feature Reconstruction for Unsupervised Anomaly Segmentation Jie Yang Yong Shi Zhiquan Qi UQCV 109 115 0 13 Dec 2020