Exploring Plain ViT Reconstruction for Multi-class Unsupervised Anomaly Detection

12 December 2023

Jiangning Zhang

Xuhai Chen

Yabiao Wang

Chengjie Wang

Yong Liu

Xiangtai Li

Ming-Hsuan Yang

Dacheng Tao

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Papers citing "Exploring Plain ViT Reconstruction for Multi-class Unsupervised Anomaly Detection"

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Title
Search is All You Need for Few-shot Anomaly Detection Qishan Wang Jia Guo Shuyong Gao H. Wang Li Xiong J. Hu Hanqi Guo Wenqiang Zhang 53 0 0 16 Apr 2025
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
AdaCLIP: Adapting CLIP with Hybrid Learnable Prompts for Zero-Shot Anomaly Detection Yunkang Cao Jiangning Zhang Luca Frittoli Yuqi Cheng Weiming Shen Giacomo Boracchi VLM 48 29 0 22 Jul 2024
Dinomaly: The Less Is More Philosophy in Multi-Class Unsupervised Anomaly Detection Jia Guo Shuai Lu Weihang Zhang Huiqi Li Huiqi Li Hongen Liao ViT 64 8 0 23 May 2024
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 66 35 0 09 Apr 2024
SoftPatch: Unsupervised Anomaly Detection with Noisy Data Xi Jiang Ying Chen Qiang Nie Y. 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 34 2 0 07 Mar 2024
AnomalyDiffusion: Few-Shot Anomaly Image Generation with Diffusion Model Teng Hu Jiangning Zhang Ran Yi Yuzhen Du Xu Chen Liang Liu Yabiao Wang Chengjie Wang 79 69 0 10 Dec 2023
SimpleNet: A Simple Network for Image Anomaly Detection and Localization Zhikang Liu Yiming Zhou Yuansheng Xu Zilei Wang 75 229 0 27 Mar 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
Multimodal Industrial Anomaly Detection via Hybrid Fusion Yue Wang Jinlong Peng Jiangning Zhang Ran Yi Yabiao Wang Chengjie Wang 3DPC 75 87 0 01 Mar 2023
Rethinking Mobile Block for Efficient Attention-based Models Jiangning Zhang Xiangtai Li Jian Li Liang Liu Zhucun Xue Boshen Zhang Zhe Jiang Tianxin Huang Yabiao Wang Chengjie Wang MQ 44 90 0 03 Jan 2023
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
SFNet: Faster and Accurate Semantic Segmentation via Semantic Flow Xiangtai Li Jiangning Zhang Yibo Yang Guangliang Cheng Kuiyuan Yang Yu Tong Dacheng Tao SSeg AI4TS 50 28 0 10 Jul 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 114 448 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 7,434 0 11 Nov 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 317 5,775 0 29 Apr 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
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT 277 3,623 0 24 Feb 2021
MADGAN: unsupervised Medical Anomaly Detection GAN using multiple adjacent brain MRI slice reconstruction Changhee Han L. Rundo K. Murao T. Noguchi Yuki Shimahara Z. '. Milacski S. Koshino Evis Sala Hideki Nakayama Shinichi Satoh MedIm 94 159 0 24 Jul 2020