Catching Both Gray and Black Swans: Open-set Supervised Anomaly Detection

Computer Vision and Pattern Recognition (CVPR), 2022

28 March 2022

Choubo Ding

Guansong Pang

Chunhua Shen

OOD

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Papers citing "Catching Both Gray and Black Swans: Open-set Supervised Anomaly Detection"

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Title
A Lightweight 3D Anomaly Detection Method with Rotationally Invariant Features Hanzhe Liang Jie Zhou C. Gao Bingyang Guo Jinbao Wang Linlin Shen 3DPC 92 0 0 17 Nov 2025
CEDL: Centre-Enhanced Discriminative Learning for Anomaly Detection Zahra Zamanzadeh Darban Qizhou Wang Charu C. Aggarwal Geoffrey I. Webb Ehsan Abbasnejad Mahsa Salehi 50 0 0 15 Nov 2025
UniADC: A Unified Framework for Anomaly Detection and Classification Ximiao Zhang Min Xu Zheng Zhang J. Hu Xiuzhuang Zhou 132 0 0 10 Nov 2025
Normal-Abnormal Guided Generalist Anomaly Detection Yuexin Wang Xiaolei Wang Yizheng Gong Jimin Xiao 194 0 0 01 Oct 2025
Efficient Odd-One-Out Anomaly Detection Silvio Chito Paolo Rabino Tatiana Tommasi 76 1 0 04 Sep 2025
No Label Left Behind: A Unified Surface Defect Detection Model for all Supervision RegimesJournal of Intelligent Manufacturing (J Intell Manuf), 2025 Blaž Rolih Matic Fucka D. Skočaj 87 0 0 26 Aug 2025
Self-Navigated Residual Mamba for Universal Industrial Anomaly Detection Xue Yang J. Wu Lin Yuanbo Wu Mingliang Li Deyin Liu Jialie Shen Chunhua Shen Mamba 226 0 0 03 Aug 2025
Anomalous Samples for Few-Shot Anomaly DetectionProcedia Computer Science (PCS), 2025 Aymane Abdali Bartosz Boguslawski Lucas Drumetz Vincent Gripon 91 0 0 31 Jul 2025
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Shibo Gao Peipei Yang Yangyang Liu Y. Chen Han Zhu Xuyao Zhang Linlin Huang 102 2 0 29 Jul 2025
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Shibo Gao P. Yang Haiyang Guo Y. Liu Y. Chen Shuai Li Han Zhu Jian Xu Xu-Yao Zhang Linlin Huang VGen 215 1 0 29 Jul 2025
Crucial-Diff: A Unified Diffusion Model for Crucial Image and Annotation Synthesis in Data-scarce ScenariosIEEE Transactions on Image Processing (IEEE TIP), 2025 Siyue Yao Mingjie Sun Eng Gee Lim Ran Yi Baojiang Zhong Moncef Gabbouj 146 0 0 14 Jul 2025
Taming Anomalies with Down-Up Sampling Networks: Group Center Preserving Reconstruction for 3D Anomaly Detection Hanzhe Liang Jie Zhang Tao Dai LinLin Shen Jinbao Wang Can Gao 3DPC 304 5 0 05 Jul 2025
Serial-OE: Anomalous sound detection based on serial method with outlier exposure capable of using small amounts of anomalous data for trainingAPSIPA Transactions on Signal and Information Processing (TASIP), 2025 Ibuki Kuroyanagi Tomoki Hayashi K. Takeda Tomoki Toda 223 3 0 25 May 2025
AdaptCLIP: Adapting CLIP for Universal Visual Anomaly Detection Bin-Bin Gao Yue Zhou Jiangtao Yan Y. Cai Weinan Zhang Meng Wang Jun Liu Wenshu Fan Lei Wang Chengjie Wang VLM 271 8 0 15 May 2025
MetaUAS: Universal Anomaly Segmentation with One-Prompt Meta-Learning Bin-Bin Gao VLM 334 9 0 14 May 2025
Crane: Context-Guided Prompt Learning and Attention Refinement for Zero-Shot Anomaly Detection Alireza Salehi Mohammadreza Salehi Reshad Hosseini Cees G. M. Snoek Makoto Yamada Mohammad Sabokrou VLM 288 2 0 15 Apr 2025
Beyond Academic Benchmarks: Critical Analysis and Best Practices for Visual Industrial Anomaly Detection Aimira Baitieva Yacine Bouaouni Alexandre Briot Dick Ameln Souhaiel Khalfaoui S. Akçay 206 0 0 30 Mar 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 1.0K 1 0 06 Mar 2025
PA-CLIP: Enhancing Zero-Shot Anomaly Detection through Pseudo-Anomaly Awareness Yurui Pan Lidong Wang Yuchao Chen Wenbing Zhu Bo Peng M. Chi 193 1 0 03 Mar 2025
Distribution Prototype Diffusion Learning for Open-set Supervised Anomaly DetectionComputer Vision and Pattern Recognition (CVPR), 2025 Fuyun Wang Tong Zhang Yuanzhi Wang Yide Qiu Xin Liu Xu Guo Zhen Cui DiffM 231 4 0 28 Feb 2025
SEM-CLIP: Precise Few-Shot Learning for Nanoscale Defect Detection in Scanning Electron Microscope ImageInternational Conference on Computer Aided Design (ICCAD), 2024 Qian Jin Yuqi Jiang Xudong Lu Yumeng Liu Yining Chen Dawei Gao Qi Sun Cheng Zhuo 286 3 0 24 Feb 2025
SoftPatch+: Fully Unsupervised Anomaly Classification and SegmentationPattern Recognition (Pattern Recogn.), 2024 Chengjie Wang Xi Jiang Bin-Bin Gao Zhenye Gan Wenshu Fan Feng Zheng Lizhuang Ma UQCV 418 11 0 30 Dec 2024
Towards Zero-shot 3D Anomaly LocalizationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Yizhou Wang Kuan-Chuan Peng Y. Fu 332 8 0 05 Dec 2024
FUN-AD: Fully Unsupervised Learning for Anomaly Detection with Noisy Training DataIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Jiin Im Yongho Son Je Hyeong Hong AAML 273 7 0 25 Nov 2024
SplatPose+: Real-time Image-Based Pose-Agnostic 3D Anomaly Detection Yizhe Liu Yan Song Hu Yuhao Chen John S. Zelek 228 6 0 15 Oct 2024
Deep Graph Anomaly Detection: A Survey and New PerspectivesIEEE Transactions on Knowledge and Data Engineering (TKDE), 2024 Hezhe Qiao Hanghang Tong Bo An Irwin King Charu Aggarwal Guansong Pang 305 30 0 16 Sep 2024
Deep Learning for Video Anomaly Detection: A Review Peng Wu Chengyu Pan Yuting Yan Guansong Pang Peng Wang Yanning Zhang VLM AI4TS 192 30 0 09 Sep 2024
AnomalousPatchCore: Exploring the Use of Anomalous Samples in Industrial Anomaly Detection Mykhailo Koshil Tilman Wegener Detlef Mentrup Simone Frintrop Christian Wilms 293 2 0 27 Aug 2024
AnoPLe: Few-Shot Anomaly Detection via Bi-directional Prompt Learning with Only Normal Samples Yujin Lee Seoyoon Jang Hyunsoo Yoon 165 1 0 24 Aug 2024
SuperSimpleNet: Unifying Unsupervised and Supervised Learning for Fast and Reliable Surface Defect DetectionInternational Conference on Pattern Recognition (ICPR), 2024 Blaž Rolih Matic Fučka Danijel Skočaj 248 16 0 06 Aug 2024
AdaCLIP: Adapting CLIP with Hybrid Learnable Prompts for Zero-Shot Anomaly Detection Yunkang Cao Jiangning Zhang Luca Frittoli Yuqi Cheng Nong Sang Giacomo Boracchi VLM 224 122 0 22 Jul 2024
FabGPT: An Efficient Large Multimodal Model for Complex Wafer Defect Knowledge Queries Yuqi Jiang Xudong Lu Qian Jin Qi Sun Hanming Wu Cheng Zhuo 297 15 0 15 Jul 2024
Towards Efficient Pixel Labeling for Industrial Anomaly Detection and Localization Hanxi Li Jingqi Wu Lin Yuanbo Wu Hao Chen Deyin Liu Chunhua Shen 225 1 0 03 Jul 2024
Odd-One-Out: Anomaly Detection by Comparing with Neighbors A. Bhunia Changjian Li Hakan Bilen 382 1 0 28 Jun 2024
ATAC-Net: Zoomed view works better for Anomaly Detection Shaurya Gupta Neil Gautam Anurag Malyala 155 0 0 20 Jun 2024
Deep Positive-Unlabeled Anomaly Detection for Contaminated Unlabeled Data Hiroshi Takahashi Tomoharu Iwata Atsutoshi Kumagai Yuuki Yamanaka 320 2 0 29 May 2024
ARC: A Generalist Graph Anomaly Detector with In-Context Learning Yixin Liu Shiyuan Li Yu Zheng Qingfeng Chen Chengqi Zhang Shirui Pan 209 30 0 27 May 2024
Qsco: A Quantum Scoring Module for Open-set Supervised Anomaly Detection Yifeng Peng Xinyi Li Zhiding Liang Ying Wang 242 6 0 25 May 2024
LogicAL: Towards logical anomaly synthesis for unsupervised anomaly localization Ying Zhao 254 9 0 11 May 2024
Supervised Anomaly Detection for Complex Industrial Images Aimira Baitieva David Hurych Victor Besnier Olivier Bernard 212 22 0 08 May 2024
SoftPatch: Unsupervised Anomaly Detection with Noisy Data Xi Jiang Ying Chen Qiang Nie Wenshu Fan Jianlin Liu Jinbao Wang WU Kai Chengjie Wang Feng Zheng 344 95 0 21 Mar 2024
Toward Multi-class Anomaly Detection: Exploring Class-aware Unified Model against Inter-class Interference Xi Jiang Ying Chen Qiang Nie Jianlin Liu Yong-Jin Liu Chengjie Wang Feng Zheng 257 6 0 21 Mar 2024
Adapting Visual-Language Models for Generalizable Anomaly Detection in Medical Images Chaoqin Huang Aofan Jiang Jinghao Feng Ya Zhang Xinchao Wang Yanfeng Wang MedIm 241 81 0 19 Mar 2024
DMAD: Dual Memory Bank for Real-World Anomaly Detection Jianlong Hu Xu Chen Zhenye Gan Jinlong Peng Shengchuan Zhang Jiangning Zhang Yabiao Wang Chengjie Wang Liujuan Cao Rongrong Ji 172 10 0 19 Mar 2024
Toward Generalist Anomaly Detection via In-context Residual Learning with Few-shot Sample PromptsComputer Vision and Pattern Recognition (CVPR), 2024 Jiawen Zhu Guansong Pang VLM 364 79 0 11 Mar 2024
A Survey on Visual Anomaly Detection: Challenge, Approach, and Prospect Yunkang Cao Xiaohao Xu Jiangning Zhang Yuqi Cheng Xiaonan Huang Guansong Pang Nong Sang 221 66 0 29 Jan 2024
DiAD: A Diffusion-based Framework for Multi-class Anomaly Detection Haoyang He Jiangning Zhang Hongxu Chen Xuhai Chen Zhishan Li Xu Chen Yabiao Wang Chengjie Wang Lei Xie DiffM 211 38 0 11 Dec 2023
AnomalyDiffusion: Few-Shot Anomaly Image Generation with Diffusion ModelAAAI Conference on Artificial Intelligence (AAAI), 2023 Teng Hu Jiangning Zhang Ran Yi Yuzhen Du Xu Chen Liang Liu Yabiao Wang Chengjie Wang 307 128 0 10 Dec 2023
Open-Vocabulary Video Anomaly DetectionComputer Vision and Pattern Recognition (CVPR), 2023 Peng Wu Xuerong Zhou Guansong Pang Yujia Sun Jing Liu Peng Wang Yanning Zhang VLM 374 58 0 13 Nov 2023
AnomalyCLIP: Object-agnostic Prompt Learning for Zero-shot Anomaly DetectionInternational Conference on Learning Representations (ICLR), 2023 Qihang Zhou Guansong Pang Yu Tian Shibo He Jiming Chen VLM 681 272 0 29 Oct 2023