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DeSTSeg: Segmentation Guided Denoising Student-Teacher for Anomaly Detection

Computer Vision and Pattern Recognition (CVPR), 2022

21 November 2022

Papers citing "DeSTSeg: Segmentation Guided Denoising Student-Teacher for Anomaly Detection"

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Title
ADNet: A Large-Scale and Extensible Multi-Domain Benchmark for Anomaly Detection Across 380 Real-World Categories Hai Ling Jia Guo Zhulin Tao Yunkang Cao Donglin Di Hongyan Xu Xiu Su Yang Song Lei Fan 48 0 0 25 Nov 2025
Unsupervised Multi-View Visual Anomaly Detection via Progressive Homography-Guided Alignment Xintao Chen X. Xu Bozhong Zheng Yun Liu Yingna Wu 91 0 0 24 Nov 2025
ProtoAnomalyNCD: Prototype Learning for Multi-class Novel Anomaly Discovery in Industrial Scenarios Botong Zhao Qijun Shi Shujing Lyu Yue Lu 117 0 0 17 Nov 2025
VLMDiff: Leveraging Vision-Language Models for Multi-Class Anomaly Detection with Diffusion Samet Hicsonmez Abd El Rahman Shabayek Djamila Aouada VLM 116 0 0 11 Nov 2025
Commonality in Few: Few-Shot Multimodal Anomaly Detection via Hypergraph-Enhanced Memory Yuxuan Lin Hanjing Yan Xuan Tong Yang Chang H. Wang Ziheng Zhou Shuyong Gao Yan Wang Wenqiang Zhang 79 0 0 08 Nov 2025
ADPretrain: Advancing Industrial Anomaly Detection via Anomaly Representation Pretraining Xincheng Yao Yan Luo Zefeng Qian Chongyang Zhang 255 1 0 07 Nov 2025
Real-IAD Variety: Pushing Industrial Anomaly Detection Dataset to a Modern Era Wenbing Zhu Chengjie Wang Bin-Bin Gao Jiangning Zhang Guannan Jiang ... Linjie Cheng Yurui Pan Bo Peng M. Chi Lizhuang Ma 60 0 0 01 Nov 2025
One Dinomaly2 Detect Them All: A Unified Framework for Full-Spectrum Unsupervised Anomaly Detection Jia Guo Shuai Lu Lei Fan Zelin Li Donglin Di ... Wenbing Zhu Hong Yan Fang Chen Huiqi Li H. Liao 183 1 0 20 Oct 2025
ASBench: Image Anomalies Synthesis Benchmark for Anomaly Detection Qunyi Zhang Songan Zhang Jinbao Wang Xiaoning Lei Guoyang Xie Guannan Jiang Zhichao Lu 128 0 0 09 Oct 2025
Foundation Visual Encoders Are Secretly Few-Shot Anomaly Detectors Guangyao Zhai Yue Zhou Xinyan Deng Lars Heckler Nassir Navab Benjamin Busam 92 0 0 02 Oct 2025
Generalist Multi-Class Anomaly Detection via Distillation to Two Heterogeneous Student Networks Hangil Park Yongmin Seo Tae-Kyun Kim 67 0 0 29 Sep 2025
FAST: Foreground-aware Diffusion with Accelerated Sampling Trajectory for Segmentation-oriented Anomaly Synthesis X. Xu Yanshu Wang Jinbao Wang Xiaoning Lei Guoyang Xie Guannan Jiang Zhichao Lu 159 0 0 24 Sep 2025
STAGE: Segmentation-oriented Industrial Anomaly Synthesis via Graded Diffusion with Explicit Mask Alignment Xichen Xu Yanshu Wang Jinbao Wang Qunyi Zhang Xiaoning Lei Guoyang Xie Guannan Jiang Zhichao Lu DiffM 92 0 0 08 Sep 2025
IAENet: An Importance-Aware Ensemble Model for 3D Point Cloud-Based Anomaly Detection Xuanming Cao Chengyu Tao Yifeng Cheng Juan Du 3DPC 77 0 0 28 Aug 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 67 0 0 26 Aug 2025
Towards High-Resolution Industrial Image Anomaly Detection Ximiao Zhang Min Xu Xiuzhuang Zhou 68 0 0 18 Aug 2025
Leveraging Learning Bias for Noisy Anomaly Detection Yuxin Zhang Yunkang Cao Y. Cheng Yihan Sun Weiming Shen 92 0 0 10 Aug 2025
Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Jaehyuk Heo Pilsung Kang VLM 96 0 0 04 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 170 0 0 03 Aug 2025
AF-CLIP: Zero-Shot Anomaly Detection via Anomaly-Focused CLIP Adaptation Qingqing Fang Wenxi Lv Qinliang Su 79 2 0 26 Jul 2025
SP-Mamba: Spatial-Perception State Space Model for Unsupervised Medical Anomaly Detection Rui Pan Ruiying Lu Mamba 103 0 0 25 Jul 2025
Toward Long-Tailed Online Anomaly Detection through Class-Agnostic Concepts Chiao-An Yang Kuan-Chuan Peng Raymond A. Yeh 97 0 0 22 Jul 2025
Foundation Models and Transformers for Anomaly Detection: A SurveyInformation Fusion (Inf. Fusion), 2025 Mouin Ben Ammar Arturo Mendoza Nacim Belkhir Antoine Manzanera Gianni Franchi 132 3 0 21 Jul 2025
INP-Former++: Advancing Universal Anomaly Detection via Intrinsic Normal Prototypes and Residual Learning Wei Luo Haiming Yao Yunkang Cao Qiyu Chen Ang Gao Weiming Shen Weihang Zhang 240 3 0 01 Jul 2025
Noise Fusion-based Distillation Learning for Anomaly Detection in Complex Industrial Environments Jiawen Yu Jieji Ren Yang Chang Qiaojun Yu Xuan Tong Boyang Wang Yan Song You Li Xinji Mai Wenqiang Zhang 112 0 0 19 Jun 2025
Pro-AD: Learning Comprehensive Prototypes with Prototype-based Constraint for Multi-class Unsupervised Anomaly Detection Ziqing Zhou Binbin Gao Yuri Pan Lidong Wang Wenbing Zhu Yong-Jin Liu Jun Liu 120 0 0 16 Jun 2025
Learning to Detect Multi-class Anomalies with Just One Normal Image PromptEuropean Conference on Computer Vision (ECCV), 2025 Bin-Bin Gao 213 13 0 14 May 2025
Few-Shot Anomaly-Driven Generation for Anomaly Classification and Segmentation Guan Gui Bin-Bin Gao Jing Liu Chengjie Wang Yongpeng Wu DiffM 181 0 0 14 May 2025
MC3D-AD: A Unified Geometry-aware Reconstruction Model for Multi-category 3D Anomaly DetectionInternational Joint Conference on Artificial Intelligence (IJCAI), 2025 Jiayi Cheng C. Gao Jie Zhou J. Wen Tao Dai Jiadong Wang 173 6 0 04 May 2025
CostFilter-AD: Enhancing Anomaly Detection through Matching Cost Filtering Zhe Zhang Mingxiu Cai Jian Shu Gaochang Wu Tianyou Chai Xiatian Zhu 512 1 0 02 May 2025
Learning Multi-view Multi-class Anomaly Detection Qianzi Yu Yang Cao Yu Kang 163 0 0 30 Apr 2025
HSS-IAD: A Heterogeneous Same-Sort Industrial Anomaly Detection Dataset Qishan Wang Shuyong Gao J. Hu Jiawen Yu Xuan Tong You Li Wenqiang Zhang 177 0 0 17 Apr 2025
Search is All You Need for Few-shot Anomaly Detection Qishan Wang Jia Guo Shuyong Gao Hongru Wang Li Xiong J. Hu Hanqi Guo Wenqiang Zhang 327 0 0 16 Apr 2025
Know What You do Not Know: Verbalized Uncertainty Estimation Robustness on Corrupted Images in Vision-Language Models Mirko Borszukovszki Ivo Pascal de Jong Matias Valdenegro-Toro 260 1 0 04 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 182 0 0 30 Mar 2025
Omni-AD: Learning to Reconstruct Global and Local Features for Multi-class Anomaly Detection Jiajie Quan Ao Tong Rui Yu Xinwei He Yanjie Wang Yang Zhou 299 1 0 27 Mar 2025
Correcting Deviations from Normality: A Reformulated Diffusion Model for Multi-Class Unsupervised Anomaly DetectionComputer Vision and Pattern Recognition (CVPR), 2025 Farzad Beizaee Gregory A. Lodygensky Christian Desrosiers Jose Dolz 209 6 0 25 Mar 2025
AA-CLIP: Enhancing Zero-shot Anomaly Detection via Anomaly-Aware CLIPComputer Vision and Pattern Recognition (CVPR), 2025 Wenxin Ma Xu Zhang Qingsong Yao Fenghe Tang Chenxu Wu Yongbin Li Rui Yan Zihang Jiang S. Kevin Zhou VLM 255 24 0 09 Mar 2025
Exploring Intrinsic Normal Prototypes within a Single Image for Universal Anomaly DetectionComputer Vision and Pattern Recognition (CVPR), 2025 Wei Luo Yunkang Cao Haiming Yao Xiaotian Zhang Jianan Lou Y. Cheng Nong Sang Wenyong Yu 275 20 0 04 Mar 2025
SemiSAM+: Rethinking Semi-Supervised Medical Image Segmentation in the Era of Foundation Models Yichi Zhang Bohao Lv Le Xue Wenbo Zhang Yuchen Liu Yu Fu Yuan Cheng Yuan Qi VLM MedIm 276 5 0 28 Feb 2025
A Survey on Foundation-Model-Based Industrial Defect Detection Tianle Yang Luyao Chang Jiadong Yan Jiajian Li Zhi Wang Ke Zhang AI4CE 404 6 0 26 Feb 2025
HDM: Hybrid Diffusion Model for Unified Image Anomaly Detection Zekang Weng Jinjin Shi Jinwei Wang Zeming Han 287 0 0 26 Feb 2025
A Survey on Industrial Anomalies Synthesis Xichen Xu Yanshu Wang Yawen Huang Jiaqi Liu Xiaoning Lei Guoyang Xie Guannan Jiang 339 5 0 23 Feb 2025
Component-aware Unsupervised Logical Anomaly Generation for Industrial Anomaly DetectionIEEE International Conference on Robotics and Automation (ICRA), 2025 Xuan Tong Yang Chang Qing Zhao Jiawen Yu Boyang Wang ... Xinji Mai Haoran Wang Zeng Tao Yan Wang Wenqiang Zhang 215 1 0 17 Feb 2025
"Stones from Other Hills can Polish Jade": Zero-shot Anomaly Image Synthesis via Cross-domain Anomaly Injection Siqi Wang Yuanze Hu Xinwang Liu Siwei Wang G. Wang Chuanfu Xu Jie Liu Ping Chen DiffM 260 2 0 25 Jan 2025
Towards Accurate Unified Anomaly SegmentationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2025 Wenxin Ma Qingsong Yao Xiang Zhang Zhelong Huang Zihang Jiang S. Kevin Zhou 296 9 0 21 Jan 2025
Myriad: Large Multimodal Model by Applying Vision Experts for Industrial Anomaly Detection Yuanze Li Haolin Wang Shihao Yuan Ming-Yu Liu Debin Zhao Yiwen Guo Chen Xu Guangming Shi Wangmeng Zuo 477 40 0 20 Jan 2025
PQD: Post-training Quantization for Efficient Diffusion Models Jiaojiao Ye Zhen Wang Linnan Jiang MQ 202 0 0 03 Jan 2025
Progressive Boundary Guided Anomaly Synthesis for Industrial Anomaly Detection Qiyu Chen Huiyuan Luo Han Gao Chengkan Lv Zhengtao Zhang 236 17 0 23 Dec 2024
Redefining Normal: A Novel Object-Level Approach for Multi-Object Novelty DetectionAsian Conference on Computer Vision (ACCV), 2024 Mohammadreza Salehi Nikolaos Apostolikas E. Gavves Cees G. M. Snoek Yuki M. Asano ObjD 297 0 0 15 Dec 2024

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DeSTSeg: Segmentation Guided Denoising Student-Teacher for Anomaly Detection

Papers citing "DeSTSeg: Segmentation Guided Denoising Student-Teacher for Anomaly Detection"