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 Hongru Wang Li Xiong J. Hu Hanqi Guo Wenqiang Zhang 148 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 241 0 0 14 Aug 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 137 13 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 128 44 0 09 Apr 2024
CLIP-AD: A Language-Guided Staged Dual-Path Model for Zero-shot Anomaly Detection Xuhai Chen Jiangning Zhang Guanzhong Tian Haoyang He Wuhao Zhang Yabiao Wang Chengjie Wang Yong Liu VLM 51 47 0 01 Nov 2023
TeD-SPAD: Temporal Distinctiveness for Self-supervised Privacy-preservation for video Anomaly Detection Joe Fioresi I. Dave M. Shah 70 18 0 21 Aug 2023
DETR Doesn't Need Multi-Scale or Locality Design Yutong Lin Yuhui Yuan Zheng Zhang Chen Li Nanning Zheng Han Hu 82 5 0 03 Aug 2023
SegViTv2: Exploring Efficient and Continual Semantic Segmentation with Plain Vision Transformers Bowen Zhang Liyang Liu Minh Hieu Phan Zhi Tian Chunhua Shen Yifan Liu ViT 94 29 0 09 Jun 2023
ReConPatch : Contrastive Patch Representation Learning for Industrial Anomaly Detection Jeeho Hyun Sangyun Kim Giyoung Jeon Seung Hwan Kim Kyunghoon Bae Byungjin Kang UQCV 115 44 0 26 May 2023
SegGPT: Segmenting Everything In Context Xinlong Wang Xiaosong Zhang Yue Cao Wen Wang Chunhua Shen Tiejun Huang VOS MLLM VLM 100 207 0 06 Apr 2023
SimpleNet: A Simple Network for Image Anomaly Detection and Localization Zhikang Liu Yiming Zhou Yuansheng Xu Zilei Wang 131 258 0 27 Mar 2023
Defect Transfer GAN: Diverse Defect Synthesis for Data Augmentation Ruyu Wang Sabrina Hoppe Eduardo Monari Marco F. Huber 62 19 0 16 Feb 2023
Deep Industrial Image Anomaly Detection: A Survey Jiaqi Liu Guoyang Xie Jingbao Wang Shangwen Li Chengjie Wang Feng Zheng Yaochu Jin 102 189 0 27 Jan 2023
DeSTSeg: Segmentation Guided Denoising Student-Teacher for Anomaly Detection Xuan Zhang Shiyu Li Xi Li Ping Huang Jiulong Shan Ting Chen 77 136 0 21 Nov 2022
SegViT: Semantic Segmentation with Plain Vision Transformers Bowen Zhang Zhi Tian Quan Tang Xiangxiang Chu Xiaolin K. Wei Chunhua Shen Yifan Liu ViT 89 143 0 12 Oct 2022
Self-Supervised Masked Convolutional Transformer Block for Anomaly Detection Neelu Madan Nicolae-Cătălin Ristea Radu Tudor Ionescu Kamal Nasrollahi Fahad Shahbaz Khan T. Moeslund M. Shah ViT MedIm 325 70 0 25 Sep 2022
ADTR: Anomaly Detection Transformer with Feature Reconstruction Zhiyuan You Kai Yang Wenhan Luo Lei Cui Yu Zheng Xinyi Le ViT 88 45 0 05 Sep 2022
HaloAE: An HaloNet based Local Transformer Auto-Encoder for Anomaly Detection and Localization É. Mathian H. Liu L. Fernandez-Cuesta Dimitris Samaras M. Foll L. Chen ViT 82 12 0 06 Aug 2022
SPot-the-Difference Self-Supervised Pre-training for Anomaly Detection and Segmentation Yang Zou Jongheon Jeong Latha Pemula Dongqing Zhang Onkar Dabeer 98 310 0 28 Jul 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 93 31 0 10 Jul 2022
Self-Supervised Training with Autoencoders for Visual Anomaly Detection Alexander Bauer Shinichi Nakajima Klaus-Robert Müller 109 9 0 23 Jun 2022
EATFormer: Improving Vision Transformer Inspired by Evolutionary Algorithm Jiangning Zhang Xiangtai Li Yabiao Wang Chengjie Wang Yibo Yang Yong Liu Dacheng Tao ViT 114 33 0 19 Jun 2022
A Unified Model for Multi-class Anomaly Detection Zhiyuan You Lei Cui Yujun Shen Kai Yang Xin Lu Yu Zheng Xinyi Le 74 227 0 08 Jun 2022
Inception Transformer Chenyang Si Weihao Yu Pan Zhou Yichen Zhou Xinchao Wang Shuicheng Yan ViT 110 197 0 25 May 2022
ViTPose: Simple Vision Transformer Baselines for Human Pose Estimation Yufei Xu Jing Zhang Qiming Zhang Dacheng Tao ViT 92 538 0 26 Apr 2022
AnoViT: Unsupervised Anomaly Detection and Localization with Vision Transformer-based Encoder-Decoder Yunseung Lee Pilsung Kang ViT 83 76 0 21 Mar 2022
Swin Transformer V2: Scaling Up Capacity and Resolution Ze Liu Han Hu Yutong Lin Zhuliang Yao Zhenda Xie ... Yue Cao Zheng Zhang Li Dong Furu Wei B. Guo ViT 221 1,831 0 18 Nov 2021
FastFlow: Unsupervised Anomaly Detection and Localization via 2D Normalizing Flows Jiawei Yu1 Ye Zheng Xiang Wang Wei Li Yushuang Wu Rui Zhao Liwei Wu 77 312 0 15 Nov 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 477 7,837 0 11 Nov 2021
PEDENet: Image Anomaly Localization via Patch Embedding and Density Estimation Kaitai Zhang Bin Wang C.-C. Jay Kuo 47 21 0 29 Oct 2021
CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing Flows Denis A. Gudovskiy Shun Ishizaka Kazuki Kozuka 115 406 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 88 922 0 15 Jun 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 735 6,135 0 29 Apr 2021
Inpainting Transformer for Anomaly Detection Jonathan Pirnay K. Chai ViT 186 168 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 112 304 0 20 Apr 2021
Defect-GAN: High-Fidelity Defect Synthesis for Automated Defect Inspection Gongjie Zhang Kaiwen Cui Tzu-Yi Hung Shijian Lu 61 115 0 28 Mar 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 470 21,603 0 25 Mar 2021
Student-Teacher Feature Pyramid Matching for Anomaly Detection Guodong Wang Shumin Han Errui Ding Di Huang 80 221 0 07 Mar 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 540 3,740 0 24 Feb 2021
ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision Wonjae Kim Bokyung Son Ildoo Kim VLM CLIP 139 1,761 0 05 Feb 2021
Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers Sixiao Zheng Jiachen Lu Hengshuang Zhao Xiatian Zhu Zekun Luo ... Yanwei Fu Jianfeng Feng Tao Xiang Philip Torr Li Zhang ViT 194 2,912 0 31 Dec 2020
Training data-efficient image transformers & distillation through attention Hugo Touvron Matthieu Cord Matthijs Douze Francisco Massa Alexandre Sablayrolles Hervé Jégou ViT 389 6,813 0 23 Dec 2020
Deep Learning for Medical Anomaly Detection -- A Survey Tharindu Fernando Harshala Gammulle Simon Denman Sridha Sridharan Clinton Fookes OOD 66 280 0 04 Dec 2020
PaDiM: a Patch Distribution Modeling Framework for Anomaly Detection and Localization Thomas Defard Aleksandr Setkov Angélique Loesch Romaric Audigier UQCV 83 848 0 17 Nov 2020
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 135 166 0 24 Jul 2020
Backpropagated Gradient Representations for Anomaly Detection Gukyeong Kwon Mohit Prabhushankar Dogancan Temel Ghassan AlRegib 73 74 0 18 Jul 2020
Explainable Deep One-Class Classification Philipp Liznerski Lukas Ruff Robert A. Vandermeulen Billy Joe Franks Marius Kloft Klaus-Robert Muller 69 199 0 03 Jul 2020
Modeling the Distribution of Normal Data in Pre-Trained Deep Features for Anomaly Detection Oliver Rippel Patrick Mertens Dorit Merhof 146 240 0 28 May 2020
Normalizing Flows for Probabilistic Modeling and Inference George Papamakarios Eric T. Nalisnick Danilo Jimenez Rezende S. Mohamed Balaji Lakshminarayanan TPM AI4CE 213 1,718 0 05 Dec 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 216 12,136 0 13 Nov 2019