SLA $^2$ P: Self-supervised Anomaly Detection with Adversarial Perturbation

25 November 2021

Papers citing "SLA$^2$P: Self-supervised Anomaly Detection with Adversarial Perturbation"

41 / 41 papers shown

Title
SSD: A Unified Framework for Self-Supervised Outlier Detection Vikash Sehwag M. Chiang Prateek Mittal OODD 122 346 0 22 Mar 2021
PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation Tal Reiss Niv Cohen Liron Bergman Yedid Hoshen 80 252 0 12 Oct 2020
Energy-based Out-of-distribution Detection Weitang Liu Xiaoyun Wang John Douglas Owens Yixuan Li OODD 273 1,375 0 08 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 135 805 0 24 Sep 2020
Backpropagated Gradient Representations for Anomaly Detection Gukyeong Kwon Mohit Prabhushankar Dogancan Temel Ghassan AlRegib 80 74 0 18 Jul 2020
CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances Jihoon Tack Sangwoo Mo Jongheon Jeong Jinwoo Shin OODD 85 604 0 16 Jul 2020
Understanding Anomaly Detection with Deep Invertible Networks through Hierarchies of Distributions and Features R. Schirrmeister Yuxuan Zhou T. Ball Dan Zhang UQCV 102 88 0 18 Jun 2020
Modeling the Distribution of Normal Data in Pre-Trained Deep Features for Anomaly Detection Oliver Rippel Patrick Mertens Dorit Merhof 150 240 0 28 May 2020
Classification-Based Anomaly Detection for General Data Liron Bergman Yedid Hoshen 64 351 0 05 May 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 64 209 0 15 Mar 2020
Generalized ODIN: Detecting Out-of-distribution Image without Learning from Out-of-distribution Data Yen-Chang Hsu Yilin Shen Hongxia Jin Z. Kira OODD 116 577 0 26 Feb 2020
Deep Nearest Neighbor Anomaly Detection Liron Bergman Niv Cohen Yedid Hoshen UQCV 105 160 0 24 Feb 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 398 18,913 0 13 Feb 2020
Attention Guided Anomaly Localization in Images Shashanka Venkataramanan Kuan-Chuan Peng Rajat Vikram Singh Abhijit Mahalanobis 90 22 0 19 Nov 2019
Uninformed Students: Student-Teacher Anomaly Detection with Discriminative Latent Embeddings Paul Bergmann Michael Fauser David Sattlegger C. Steger 92 666 0 06 Nov 2019
Robust Subspace Recovery Layer for Unsupervised Anomaly Detection Chieh-Hsin Lai Dongmian Zou Gilad Lerman UQCV 55 61 0 30 Mar 2019
OCGAN: One-class Novelty Detection Using GANs with Constrained Latent Representations Pramuditha Perera Ramesh Nallapati Bing Xiang 126 526 0 20 Mar 2019
Deep Learning for Anomaly Detection: A Survey Raghavendra Chalapathy Sanjay Chawla AI4TS 172 1,495 0 10 Jan 2019
Deep Anomaly Detection with Outlier Exposure Dan Hendrycks Mantas Mazeika Thomas G. Dietterich OODD 185 1,487 0 11 Dec 2018
Are pre-trained CNNs good feature extractors for anomaly detection in surveillance videos? T. S. Nazaré R. Mello M. Ponti 61 45 0 20 Nov 2018
A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks Kimin Lee Kibok Lee Honglak Lee Jinwoo Shin OODD 199 2,064 0 10 Jul 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 356 10,369 0 10 Jul 2018
Generative Probabilistic Novelty Detection with Adversarial Autoencoders Stanislav Pidhorskyi Ranya Almohsen Donald Adjeroh Gianfranco Doretto UQCV 61 323 0 06 Jul 2018
Latent Space Autoregression for Novelty Detection Davide Abati Angelo Porrello Simone Calderara Rita Cucchiara 130 435 0 04 Jul 2018
Deep Anomaly Detection Using Geometric Transformations I. Golan Ran El-Yaniv 111 607 0 28 May 2018
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 267 3,303 0 21 Mar 2018
An Overview of Robust Subspace Recovery Gilad Lerman Tyler Maunu 69 131 0 02 Mar 2018
Efficient GAN-Based Anomaly Detection Houssam Zenati Chuan-Sheng Foo Bruno Lecouat Gaurav Manek V. Chandrasekhar 62 563 0 17 Feb 2018
Real-world Anomaly Detection in Surveillance Videos Waqas Sultani Chen Chen M. Shah AI4TS 184 1,493 0 12 Jan 2018
Robust PCA for Anomaly Detection in Cyber Networks Randy Paffenroth Kathleen Kay L. Servi AAML 58 47 0 04 Jan 2018
Enhancing The Reliability of Out-of-distribution Image Detection in Neural Networks Shiyu Liang Yixuan Li R. Srikant UQCV OODD 171 2,082 0 08 Jun 2017
Unsupervised Learning by Predicting Noise Piotr Bojanowski Armand Joulin OOD SSL 56 296 0 18 Apr 2017
Deep-Anomaly: Fully Convolutional Neural Network for Fast Anomaly Detection in Crowded Scenes Mohammad Sabokrou Mohsen Fayyaz Mahmood Fathy Zahra Moayed Reinhard Klette 83 430 0 03 Sep 2016
Deep Learning in Bioinformatics Seonwoo Min Byunghan Lee Sungroh Yoon AI4CE 3DV 106 1,364 0 21 Mar 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.3K 194,641 0 10 Dec 2015
Empirical Evaluation of Rectified Activations in Convolutional Network Bing Xu Naiyan Wang Tianqi Chen Mu Li 147 2,916 0 05 May 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 469 43,357 0 11 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,433 0 22 Dec 2014
Explaining and Harnessing Adversarial Examples Ian Goodfellow Jonathon Shlens Christian Szegedy AAML GAN 282 19,145 0 20 Dec 2014
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.7K 100,575 0 04 Sep 2014
Robust Kernel Density Estimation JooSeuk Kim Clayton D. Scott OOD 98 390 0 15 Jul 2011

SLA2^22P: Self-supervised Anomaly Detection with Adversarial Perturbation

Papers citing "SLA$^2$P: Self-supervised Anomaly Detection with Adversarial Perturbation"

SLA $^2$ P: Self-supervised Anomaly Detection with Adversarial Perturbation