A Survey on Visual Anomaly Detection: Challenge, Approach, and Prospect

29 January 2024

Jiangning Zhang

Papers citing "A Survey on Visual Anomaly Detection: Challenge, Approach, and Prospect"

23 / 23 papers shown

Title
CostFilter-AD: Enhancing Anomaly Detection through Matching Cost Filtering Zhe Zhang Mingxiu Cai Haoran Wang Gaochang Wu Tianyou Chai Xiatian Zhu 92 0 0 02 May 2025
MambaAD: Exploring State Space Models for Multi-class Unsupervised Anomaly Detection Haoyang He Yuhu Bai Jiangning Zhang Qingdong He Hongxu Chen Zhenye Gan Chengjie Wang Xiangtai Li Guanzhong Tian Lei Xie Mamba 116 41 0 09 Apr 2024
Customizing Visual-Language Foundation Models for Multi-modal Anomaly Detection and Reasoning Xiaohao Xu Yunkang Cao Huaxin Zhang Nong Sang Xiaonan Huang VLM 101 10 0 17 Mar 2024
Few Shot Part Segmentation Reveals Compositional Logic for Industrial Anomaly Detection Soopil Kim Sion An Philip Chikontwe Myeongkyun Kang Ehsan Adeli K. Pohl Sanghyun Park 70 18 0 21 Dec 2023
Sequential Modeling Enables Scalable Learning for Large Vision Models Yutong Bai Xinyang Geng K. Mangalam Amir Bar Alan Yuille Trevor Darrell Jitendra Malik Alexei A. Efros MLLM VLM 68 164 0 01 Dec 2023
Component-aware anomaly detection framework for adjustable and logical industrial visual inspection Tongkun Liu Bing Li Xiao Du Bingke Jiang Xiao Jin Liuyi Jin Zhu Zhao 74 27 0 15 May 2023
Few-Shot Defect Image Generation via Defect-Aware Feature Manipulation Yuxuan Duan Y. Hong Li Niu Liqing Zhang 75 59 0 04 Mar 2023
Collaborative Discrepancy Optimization for Reliable Image Anomaly Localization Yunkang Cao Xiaohao Xu Zhaoge Liu Nong Sang 80 78 0 17 Feb 2023
Adding Conditional Control to Text-to-Image Diffusion Models Lvmin Zhang Anyi Rao Maneesh Agrawala AI4CE 143 4,113 1 10 Feb 2023
Deep Industrial Image Anomaly Detection: A Survey Jiaqi Liu Guoyang Xie Jingbao Wang Shangwen Li Chengjie Wang Feng Zheng Yaochu Jin 83 185 0 27 Jan 2023
MaPLe: Multi-modal Prompt Learning Muhammad Uzair Khattak H. Rasheed Muhammad Maaz Salman Khan Fahad Shahbaz Khan VPVLM VLM 254 566 0 06 Oct 2022
Deep Learning for Unsupervised Anomaly Localization in Industrial Images: A Survey Xian Tao Xinyi Gong X. Zhang Shaohua Yan Chandranath Adak UQCV 59 139 0 21 Jul 2022
Registration based Few-Shot Anomaly Detection Chaoqin Huang Haoyan Guan Aofan Jiang Ya Zhang Michael W. Spratling Yanfeng Wang 74 145 0 15 Jul 2022
Multimodal Learning with Transformers: A Survey Peng Xu Xiatian Zhu David Clifton ViT 146 566 0 13 Jun 2022
Anomaly Detection in Autonomous Driving: A Survey Daniel Bogdoll Maximilian Nitsche J. Marius Zöllner 64 121 0 17 Apr 2022
Catching Both Gray and Black Swans: Open-set Supervised Anomaly Detection Choubo Ding Guansong Pang Chunhua Shen OOD 67 113 0 28 Mar 2022
Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection Eliahu Horwitz Yedid Hoshen 96 54 0 10 Mar 2022
Anomaly Detection in 3D Point Clouds using Deep Geometric Descriptors Paul Bergmann David Sattlegger 3DPC 66 59 0 23 Feb 2022
CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing Flows Denis A. Gudovskiy Shun Ishizaka Kazuki Kozuka 109 401 0 27 Jul 2021
Towards Total Recall in Industrial Anomaly Detection Karsten Roth Latha Pemula J. Zepeda Bernhard Schölkopf Thomas Brox Peter V. Gehler UQCV 88 910 0 15 Jun 2021
The Medical Segmentation Decathlon Michela Antonelli Annika Reinke Spyridon Bakas Keyvan Farahani AnnetteKopp-Schneider ... Zhanwei Xu Yefeng Zheng Amber L. Simpson Lena Maier-Hein M. Jorge Cardoso OOD 106 983 0 10 Jun 2021
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 109 797 0 24 Sep 2020
Safe Robot Navigation via Multi-Modal Anomaly Detection Lorenz Wellhausen René Ranftl Marco Hutter 61 77 0 22 Jan 2020