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Same Same But DifferNet: Semi-Supervised Defect Detection with
  Normalizing Flows

Same Same But DifferNet: Semi-Supervised Defect Detection with Normalizing Flows

28 August 2020
Marco Rudolph
Bastian Wandt
Bodo Rosenhahn
    UQCV
ArXiv (abs)PDFHTML

Papers citing "Same Same But DifferNet: Semi-Supervised Defect Detection with Normalizing Flows"

50 / 63 papers shown
Title
From Lab to Factory: Pitfalls and Guidelines for Self-/Unsupervised Defect Detection on Low-Quality Industrial Images
From Lab to Factory: Pitfalls and Guidelines for Self-/Unsupervised Defect Detection on Low-Quality Industrial Images
Sebastian Hönel
Jonas Nordqvist
12
0
0
20 Jun 2025
CLIP Meets Diffusion: A Synergistic Approach to Anomaly Detection
CLIP Meets Diffusion: A Synergistic Approach to Anomaly Detection
Byeongchan Lee
John Won
Seunghyun Lee
Jinwoo Shin
22
0
0
13 Jun 2025
Diffusion-Based Electrocardiography Noise Quantification via Anomaly Detection
Diffusion-Based Electrocardiography Noise Quantification via Anomaly Detection
Tae-Seong Han
Jae-Wook Heo
Hakseung Kim
Cheol-Hui Lee
Hyub Huh
Eue-Keun Choi
Dong-Joo Kim
DiffM
20
0
0
13 Jun 2025
Boosting Global-Local Feature Matching via Anomaly Synthesis for Multi-Class Point Cloud Anomaly Detection
Boosting Global-Local Feature Matching via Anomaly Synthesis for Multi-Class Point Cloud Anomaly Detection
Yuqi Cheng
Yunkang Cao
Dongfang Wang
Nong Sang
Wenlong Li
97
1
0
12 May 2025
One-for-More: Continual Diffusion Model for Anomaly Detection
One-for-More: Continual Diffusion Model for Anomaly Detection
Xiaofan Li
Xin Tan
Zhuo Chen
Zhizhong Zhang
Ruixin Zhang
...
Guanna Jiang
Yulong Chen
Yanyun Qu
Lizhuang Ma
Yuan Xie
DiffM
136
2
0
27 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
106
1
0
25 Jan 2025
Patch-aware Vector Quantized Codebook Learning for Unsupervised Visual Defect Detection
Patch-aware Vector Quantized Codebook Learning for Unsupervised Visual Defect Detection
Qisen Cheng
Shuhui Qu
Janghwan Lee
106
4
0
17 Jan 2025
SoftPatch+: Fully Unsupervised Anomaly Classification and Segmentation
SoftPatch+: Fully Unsupervised Anomaly Classification and Segmentation
Chengjie Wang
Xi Jiang
Bin-Bin Gao
Zhenye Gan
Yang Liu
Feng Zheng
Lizhuang Ma
UQCV
141
2
0
30 Dec 2024
DAS3D: Dual-modality Anomaly Synthesis for 3D Anomaly Detection
DAS3D: Dual-modality Anomaly Synthesis for 3D Anomaly Detection
Kecen Li
Bingquan Dai
Jingjing Fu
Xinwen Hou
73
2
0
13 Oct 2024
Self-Supervised Iterative Refinement for Anomaly Detection in Industrial Quality Control
Self-Supervised Iterative Refinement for Anomaly Detection in Industrial Quality Control
Muhammad Aqeel
Shakiba Sharifi
Marco Cristani
Francesco Setti
72
1
0
21 Aug 2024
Learning to Be a Transformer to Pinpoint Anomalies
Learning to Be a Transformer to Pinpoint Anomalies
Alex Costanzino
Pierluigi Zama Ramirez
Giuseppe Lisanti
Luigi Di Stefano
95
0
0
04 Jul 2024
Advancing Pre-trained Teacher: Towards Robust Feature Discrepancy for
  Anomaly Detection
Advancing Pre-trained Teacher: Towards Robust Feature Discrepancy for Anomaly Detection
Canhui Tang
Sanpin Zhou
Yizhe Li
Yonghao Dong
Le Wang
63
0
0
03 May 2024
MambaAD: Exploring State Space Models for Multi-class Unsupervised Anomaly Detection
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
155
44
0
09 Apr 2024
Long-Tailed Anomaly Detection with Learnable Class Names
Long-Tailed Anomaly Detection with Learnable Class Names
Chih-Hui Ho
Kuan-Chuan Peng
Nuno Vasconcelos
OODD
104
6
0
29 Mar 2024
Learning Unified Reference Representation for Unsupervised Multi-class
  Anomaly Detection
Learning Unified Reference Representation for Unsupervised Multi-class Anomaly Detection
Liren He
Zhengkai Jiang
Jinlong Peng
Liang Liu
Qiangang Du
Xiaobin Hu
Wenbing Zhu
Mingmin Chi
Yabiao Wang
Chengjie Wang
83
11
0
18 Mar 2024
COFT-AD: COntrastive Fine-Tuning for Few-Shot Anomaly Detection
COFT-AD: COntrastive Fine-Tuning for Few-Shot Anomaly Detection
Jingyi Liao
Xun Xu
Manh Cuong Nguyen
A. Goodge
Chuan-Sheng Foo
100
10
0
29 Feb 2024
Dual-Student Knowledge Distillation Networks for Unsupervised Anomaly
  Detection
Dual-Student Knowledge Distillation Networks for Unsupervised Anomaly Detection
Liyi Yao
Shaobing Gao
50
1
0
01 Feb 2024
Label-Free Multivariate Time Series Anomaly Detection
Label-Free Multivariate Time Series Anomaly Detection
Qihang Zhou
Shibo He
Haoyu Liu
Jiming Chen
Wenchao Meng
AI4TS
97
11
0
17 Dec 2023
Target before Shooting: Accurate Anomaly Detection and Localization
  under One Millisecond via Cascade Patch Retrieval
Target before Shooting: Accurate Anomaly Detection and Localization under One Millisecond via Cascade Patch Retrieval
Hanxi Li
Jianfei Hu
Yue Liu
Hao Chen
Yongbin Zheng
Chunhua Shen
92
19
0
13 Aug 2023
Density-based Feasibility Learning with Normalizing Flows for
  Introspective Robotic Assembly
Density-based Feasibility Learning with Normalizing Flows for Introspective Robotic Assembly
Jianxiang Feng
Matan Atad
Ismael Rodríguez
M. Durner
Stephan Günnemann
Rudolph Triebel
129
2
0
03 Jul 2023
ReConPatch : Contrastive Patch Representation Learning for Industrial
  Anomaly Detection
ReConPatch : Contrastive Patch Representation Learning for Industrial Anomaly Detection
Jeeho Hyun
Sangyun Kim
Giyoung Jeon
Seung Hwan Kim
Kyunghoon Bae
Byungjin Kang
UQCV
133
44
0
26 May 2023
Visual Anomaly Detection via Dual-Attention Transformer and
  Discriminative Flow
Visual Anomaly Detection via Dual-Attention Transformer and Discriminative Flow
Haiming Yao
Wei Luo
Wenyong Yu
ViT
78
3
0
31 Mar 2023
DiffusionAD: Norm-guided One-step Denoising Diffusion for Anomaly Detection
DiffusionAD: Norm-guided One-step Denoising Diffusion for Anomaly Detection
Hui Zhang
Zheng Wang
Dan Zeng
Zuxuan Wu
Yu-Gang Jiang
DiffM
169
34
0
15 Mar 2023
FractalAD: A simple industrial anomaly detection method using fractal
  anomaly generation and backbone knowledge distillation
FractalAD: A simple industrial anomaly detection method using fractal anomaly generation and backbone knowledge distillation
X. Xia
Weijie Lv
Xing He
Nan Li
Chuanqi Liu
Ning Ding
78
1
0
30 Jan 2023
EndoBoost: a plug-and-play module for false positive suppression during
  computer-aided polyp detection in real-world colonoscopy (with dataset)
EndoBoost: a plug-and-play module for false positive suppression during computer-aided polyp detection in real-world colonoscopy (with dataset)
Haoran Wang
Yan Zhu
W. Qin
Yizhe Zhang
Pinghong Zhou
Quanlin Li
Shuo Wang
Zhijian Song
64
2
0
23 Dec 2022
Prototypical Residual Networks for Anomaly Detection and Localization
Prototypical Residual Networks for Anomaly Detection and Localization
H. Zhang
Zuxuan Wu
Ziyi Wang
Zhineng Chen
Yuwei Jiang
UQCVAI4TS
119
67
0
05 Dec 2022
Unsupervised Visual Defect Detection with Score-Based Generative Model
Unsupervised Visual Defect Detection with Score-Based Generative Model
Yapeng Teng
Haoyang Li
Fuzhen Cai
Mingli Shao
Siyu Xia
MedImDiffM
51
12
0
29 Nov 2022
MAEDAY: MAE for few and zero shot AnomalY-Detection
MAEDAY: MAE for few and zero shot AnomalY-Detection
Eli Schwartz
Assaf Arbelle
Leonid Karlinsky
Sivan Harary
Florian Scheidegger
Sivan Doveh
Raja Giryes
ViTUQCV
83
36
0
25 Nov 2022
MIAD: A Maintenance Inspection Dataset for Unsupervised Anomaly
  Detection
MIAD: A Maintenance Inspection Dataset for Unsupervised Anomaly Detection
Tianpeng Bao
Jiadong Chen
Wei Li
Xiang Wang
Jingjing Fei
Liwei Wu
Rui Zhao
Ye Zheng
148
22
0
25 Nov 2022
FRE: A Fast Method For Anomaly Detection And Segmentation
FRE: A Fast Method For Anomaly Detection And Segmentation
I. Ndiour
Nilesh A. Ahuja
Ergin Utku Genc
Omesh Tickoo
101
3
0
23 Nov 2022
U-Flow: A U-shaped Normalizing Flow for Anomaly Detection with
  Unsupervised Threshold
U-Flow: A U-shaped Normalizing Flow for Anomaly Detection with Unsupervised Threshold
Matías Tailanián
Álvaro Pardo
Pablo Musé
91
22
0
22 Nov 2022
FAPM: Fast Adaptive Patch Memory for Real-time Industrial Anomaly
  Detection
FAPM: Fast Adaptive Patch Memory for Real-time Industrial Anomaly Detection
Donghyeon Kim
Chaewon Park
Suhwan Cho
Sangyoun Lee
83
36
0
14 Nov 2022
Reconstruction from edge image combined with color and gradient
  difference for industrial surface anomaly detection
Reconstruction from edge image combined with color and gradient difference for industrial surface anomaly detection
Tongkun Liu
Bing Li
Zhu Zhao
Xiaoyu Du
Bin Jiang
Leqi Geng
123
39
0
26 Oct 2022
ADPS: Asymmetric Distillation Post-Segmentation for Image Anomaly
  Detection
ADPS: Asymmetric Distillation Post-Segmentation for Image Anomaly Detection
Peng-Fei Xing
Hao Tang
Jinhui Tang
Zechao Li
105
5
0
19 Oct 2022
N-pad : Neighboring Pixel-based Industrial Anomaly Detection
N-pad : Neighboring Pixel-based Industrial Anomaly Detection
Junkyu Jang
Eugene Hwang
Sung-Hyuk Park
93
23
0
17 Oct 2022
Asymmetric Student-Teacher Networks for Industrial Anomaly Detection
Asymmetric Student-Teacher Networks for Industrial Anomaly Detection
Marco Rudolph
Tom Wehrbein
Bodo Rosenhahn
Bastian Wandt
127
142
0
14 Oct 2022
Self-Supervised Masked Convolutional Transformer Block for Anomaly
  Detection
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
ViTMedIm
341
70
0
25 Sep 2022
Probing Contextual Diversity for Dense Out-of-Distribution Detection
Probing Contextual Diversity for Dense Out-of-Distribution Detection
Silvio Galesso
M. A. Bravo
Mehdi Naouar
Thomas Brox
43
4
0
30 Aug 2022
3DOS: Towards 3D Open Set Learning -- Benchmarking and Understanding
  Semantic Novelty Detection on Point Clouds
3DOS: Towards 3D Open Set Learning -- Benchmarking and Understanding Semantic Novelty Detection on Point Clouds
A. Alliegro
Francesco Cappio Borlino
Tatiana Tommasi
3DPC3DV
99
8
0
23 Jul 2022
Registration based Few-Shot Anomaly Detection
Registration based Few-Shot Anomaly Detection
Chaoqin Huang
Haoyan Guan
Aofan Jiang
Ya Zhang
Michael W. Spratling
Yanfeng Wang
92
149
0
15 Jul 2022
CFA: Coupled-hypersphere-based Feature Adaptation for Target-Oriented
  Anomaly Localization
CFA: Coupled-hypersphere-based Feature Adaptation for Target-Oriented Anomaly Localization
Sungwook Lee
Seunghyun Lee
B. Song
115
196
0
09 Jun 2022
CAINNFlow: Convolutional block Attention modules and Invertible Neural
  Networks Flow for anomaly detection and localization tasks
CAINNFlow: Convolutional block Attention modules and Invertible Neural Networks Flow for anomaly detection and localization tasks
Rui Yan
Fan Zhang
Mengyuan Huang
Wu Liu
Dongyu Hu
Jinfeng Li
Qiangwei Liu
Jingrong Jiang
Qi Guo
Li-Ting Zheng
115
9
0
04 Jun 2022
ARCADE: Adversarially Regularized Convolutional Autoencoder for Network
  Anomaly Detection
ARCADE: Adversarially Regularized Convolutional Autoencoder for Network Anomaly Detection
W. T. Lunardi
Martin Andreoni Lopez
J. Giacalone
104
23
0
03 May 2022
Discriminative Feature Learning Framework with Gradient Preference for
  Anomaly Detection
Discriminative Feature Learning Framework with Gradient Preference for Anomaly Detection
Muhao Xu
Xueying Zhou
Xizhan Gao
Wei-Xiong He
Sijie Niu
76
8
0
23 Apr 2022
Non-isotropy Regularization for Proxy-based Deep Metric Learning
Non-isotropy Regularization for Proxy-based Deep Metric Learning
Karsten Roth
Oriol Vinyals
Zeynep Akata
106
39
0
16 Mar 2022
Omni-frequency Channel-selection Representations for Unsupervised
  Anomaly Detection
Omni-frequency Channel-selection Representations for Unsupervised Anomaly Detection
Yufei Liang
Jiangning Zhang
Shiwei Zhao
Ru-Chwen Wu
Yong-Jin Liu
Shuwen Pan
207
125
0
01 Mar 2022
Self-Supervised Predictive Convolutional Attentive Block for Anomaly
  Detection
Self-Supervised Predictive Convolutional Attentive Block for Anomaly Detection
Nicolae-Cătălin Ristea
Neelu Madan
Radu Tudor Ionescu
Kamal Nasrollahi
Fahad Shahbaz Khan
T. Moeslund
M. Shah
122
196
0
17 Nov 2021
FastFlow: Unsupervised Anomaly Detection and Localization via 2D
  Normalizing Flows
FastFlow: Unsupervised Anomaly Detection and Localization via 2D Normalizing Flows
Jiawei Yu1
Ye Zheng
Xiang Wang
Wei Li
Yushuang Wu
Rui Zhao
Liwei Wu
81
314
0
15 Nov 2021
A Survey on Proactive Customer Care: Enabling Science and Steps to
  Realize it
A Survey on Proactive Customer Care: Enabling Science and Steps to Realize it
Viswanath Ganapathy
Sauptik Dhar
Olimpiya Saha
Pelin Kurt Garberson
Javad Heydari
Mohak Shah
68
1
0
11 Oct 2021
Fully Convolutional Cross-Scale-Flows for Image-based Defect Detection
Fully Convolutional Cross-Scale-Flows for Image-based Defect Detection
Marco Rudolph
Tom Wehrbein
Bodo Rosenhahn
Bastian Wandt
UQCV
138
222
0
06 Oct 2021
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