Y-GAN: Learning Dual Data Representations for Efficient Anomaly Detection

28 September 2021

Papers citing "Y-GAN: Learning Dual Data Representations for Efficient Anomaly Detection"

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Title
DRAEM -- A discriminatively trained reconstruction embedding for surface anomaly detection Vitjan Zavrtanik Matej Kristan D. Skočaj 62 602 0 17 Aug 2021
Towards Total Recall in Industrial Anomaly Detection Karsten Roth Latha Pemula J. Zepeda Bernhard Schölkopf Thomas Brox Peter V. Gehler UQCV 64 891 0 15 Jun 2021
Brittle Features May Help Anomaly Detection Kimberly T. Mai Toby P Davies Lewis D. Griffin 52 2 0 21 Apr 2021
One-Class Classification: A Survey Pramuditha Perera Poojan Oza Vishal M. Patel 64 112 0 08 Jan 2021
MOCCA: Multi-Layer One-Class ClassificAtion for Anomaly Detection F. V. Massoli Fabrizio Falchi Alperen Kantarci cSeymanur Akti H. K. Ekenel Giuseppe Amato 46 60 0 09 Dec 2020
Multiresolution Knowledge Distillation for Anomaly Detection Mohammadreza Salehi Niousha Sadjadi Soroosh Baselizadeh M. Rohban Hamid R. Rabiee 97 439 0 22 Nov 2020
PaDiM: a Patch Distribution Modeling Framework for Anomaly Detection and Localization Thomas Defard Aleksandr Setkov Angélique Loesch Romaric Audigier UQCV 54 827 0 17 Nov 2020
PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation Tal Reiss Niv Cohen Liron Bergman Yedid Hoshen 37 249 0 12 Oct 2020
A Unifying Review of Deep and Shallow Anomaly Detection Lukas Ruff Jacob R. Kauffmann Robert A. Vandermeulen G. Montavon Wojciech Samek Marius Kloft Thomas G. Dietterich Klaus-Robert Muller UQCV 54 787 0 24 Sep 2020
Improved anomaly detection by training an autoencoder with skip connections on images corrupted with Stain-shaped noise Anne-Sophie Collin Christophe De Vleeschouwer 44 86 0 29 Aug 2020
Encoding Structure-Texture Relation with P-Net for Anomaly Detection in Retinal Images Kang Zhou Yuting Xiao Jianlong Yang Jun Cheng Wen Liu Weixin Luo Zaiwang Gu Jiang-Dong Liu Shenghua Gao MedIm 59 117 0 09 Aug 2020
Patch SVDD: Patch-level SVDD for Anomaly Detection and Segmentation Jihun Yi Sungroh Yoon 109 384 0 29 Jun 2020
Modeling the Distribution of Normal Data in Pre-Trained Deep Features for Anomaly Detection Oliver Rippel Patrick Mertens Dorit Merhof 98 236 0 28 May 2020
Classification-Based Anomaly Detection for General Data Liron Bergman Yedid Hoshen 30 347 0 05 May 2020
Sub-Image Anomaly Detection with Deep Pyramid Correspondences Niv Cohen Yedid Hoshen 47 471 0 05 May 2020
Old is Gold: Redefining the Adversarially Learned One-Class Classifier Training Paradigm M. Zaheer Jin-ha Lee Marcella Astrid Seung-Ik Lee AAML 39 221 0 16 Apr 2020
Continual Learning for Anomaly Detection in Surveillance Videos Keval Doshi Y. Yilmaz 170 109 0 15 Apr 2020
Learning Memory-guided Normality for Anomaly Detection Hyunjong Park Jongyoun Noh Bumsub Ham 33 630 0 30 Mar 2020
Self-trained Deep Ordinal Regression for End-to-End Video Anomaly Detection Guansong Pang Cheng Yan Chunhua Shen Anton Van Den Hengel Xiao Bai 36 209 0 15 Mar 2020
Memory Augmented Generative Adversarial Networks for Anomaly Detection Ziyi Yang Teng Zhang I. S. Bozchalooi Eric F. Darve GAN 11 26 0 07 Feb 2020
Graph Embedded Pose Clustering for Anomaly Detection Amir Markovitz Gilad Sharir Itamar Friedman Lihi Zelnik-Manor S. Avidan 3DH 34 167 0 26 Dec 2019
Uninformed Students: Student-Teacher Anomaly Detection with Discriminative Latent Embeddings Paul Bergmann Michael Fauser David Sattlegger C. Steger 58 660 0 06 Nov 2019
Anomaly Detection in Video Sequence with Appearance-Motion Correspondence Trong-Nguyen Nguyen J. Meunier 69 345 0 17 Aug 2019
Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty Dan Hendrycks Mantas Mazeika Saurav Kadavath D. Song OOD SSL 31 940 0 28 Jun 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 81 17,950 0 28 May 2019
Memorizing Normality to Detect Anomaly: Memory-augmented Deep Autoencoder for Unsupervised Anomaly Detection Dong Gong Lingqiao Liu Vuong Le Budhaditya Saha M. Mansour Svetha Venkatesh Anton Van Den Hengel UQCV 29 1,254 0 04 Apr 2019
OCGAN: One-class Novelty Detection Using GANs with Constrained Latent Representations Pramuditha Perera Ramesh Nallapati Bing Xiang 104 523 0 20 Mar 2019
Active Authentication using an Autoencoder regularized CNN-based One-Class Classifier Poojan Oza Vishal M. Patel 93 31 0 04 Mar 2019
Online PCB Defect Detector On A New PCB Defect Dataset Sanli Tang Fan He Xiaolin Huang Jie Yang 13 104 0 17 Feb 2019
Skip-GANomaly: Skip Connected and Adversarially Trained Encoder-Decoder Anomaly Detection S. Akçay Amir Atapour-Abarghouei T. Breckon UQCV 73 375 0 25 Jan 2019
Deep Learning for Anomaly Detection: A Survey Raghavendra Chalapathy Sanjay Chawla AI4TS 106 1,486 0 10 Jan 2019
Adversarially Learned Anomaly Detection Houssam Zenati Manon Romain Chuan-Sheng Foo Bruno Lecouat V. Chandrasekhar GAN 47 402 0 06 Dec 2018
Anomaly Detection using Deep Learning based Image Completion Matthias Haselmann D. Gruber Paul Tabatabai UQCV 26 106 0 16 Nov 2018
Latent Space Autoregression for Novelty Detection Davide Abati Angelo Porrello Simone Calderara Rita Cucchiara 98 432 0 04 Jul 2018
Deep Anomaly Detection Using Geometric Transformations I. Golan Ran El-Yaniv 62 603 0 28 May 2018
GANomaly: Semi-Supervised Anomaly Detection via Adversarial Training S. Akçay Amir Atapour-Abarghouei T. Breckon GAN 57 1,377 0 17 May 2018
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 187 3,272 0 21 Mar 2018
Learning Deep Features for One-Class Classification Pramuditha Perera Vishal M. Patel 98 370 0 16 Jan 2018
Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms Han Xiao Kashif Rasul Roland Vollgraf 127 8,807 0 25 Aug 2017
Unsupervised Anomaly Detection with Generative Adversarial Networks to Guide Marker Discovery T. Schlegl Philipp Seeböck S. Waldstein U. Schmidt-Erfurth Georg Langs MedIm GAN 58 2,219 0 17 Mar 2017
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 280 19,560 0 21 Nov 2016
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 200 19,796 0 07 Oct 2016
Improved Techniques for Training GANs Tim Salimans Ian Goodfellow Wojciech Zaremba Vicki Cheung Alec Radford Xi Chen GAN 358 8,999 0 10 Jun 2016
Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles M. Noroozi Paolo Favaro SSL 128 2,965 0 30 Mar 2016
Generating Images with Perceptual Similarity Metrics based on Deep Networks Alexey Dosovitskiy Thomas Brox DRL GAN 67 1,137 0 08 Feb 2016
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Alec Radford Luke Metz Soumith Chintala GAN OOD 226 13,968 0 19 Nov 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.0K 76,547 0 18 May 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 678 149,474 0 22 Dec 2014
Unsupervised Domain Adaptation by Backpropagation Yaroslav Ganin Victor Lempitsky OOD 211 5,972 0 26 Sep 2014
Robust PCA via Outlier Pursuit Huan Xu Constantine Caramanis Sujay Sanghavi 76 766 0 20 Oct 2010