A Unifying Review of Deep and Shallow Anomaly Detection

24 September 2020

Lukas Ruff

Jacob R. Kauffmann

Robert A. Vandermeulen

Papers citing "A Unifying Review of Deep and Shallow Anomaly Detection"

50 / 226 papers shown

Title
Adversarially Learned Anomaly Detection Houssam Zenati Manon Romain Chuan-Sheng Foo Bruno Lecouat V. Chandrasekhar GAN 65 403 0 06 Dec 2018
Challenging Common Assumptions in the Unsupervised Learning of Disentangled Representations Francesco Locatello Stefan Bauer Mario Lucic Gunnar Rätsch Sylvain Gelly Bernhard Schölkopf Olivier Bachem OOD 113 1,466 0 29 Nov 2018
Variational Autoencoders for New Physics Mining at the Large Hadron Collider O. Cerri Thong Q. Nguyen M. Pierini M. Spiropulu J. Vlimant DRL 35 144 0 26 Nov 2018
Anomaly Detection using Autoencoders in High Performance Computing Systems Andrea Borghesi Andrea Bartolini M. Lombardi M. Milano Luca Benini 26 187 0 13 Nov 2018
Reducing Network Agnostophobia A. Dhamija Manuel Günther Terrance E. Boult AAML UQCV 61 301 0 09 Nov 2018
A Survey on Data Collection for Machine Learning: a Big Data -- AI Integration Perspective Yuji Roh A. Mishra Steven Euijong Whang 63 680 0 08 Nov 2018
Do Deep Generative Models Know What They Don't Know? Eric T. Nalisnick Akihiro Matsukawa Yee Whye Teh Dilan Görür Balaji Lakshminarayanan OOD 55 756 0 22 Oct 2018
Unsupervised Detection of Anomalous Sound based on Deep Learning and the Neyman-Pearson Lemma Yuma Koizumi Shoichiro Saito Hisashi Uematsu Noboru Harada AAML 56 158 0 22 Oct 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.6K 94,511 0 11 Oct 2018
Learning deep representations by mutual information estimation and maximization R. Devon Hjelm A. Fedorov Samuel Lavoie-Marchildon Karan Grewal Phil Bachman Adam Trischler Yoshua Bengio SSL DRL 302 2,661 0 20 Aug 2018
Out-of-Distribution Detection using Multiple Semantic Label Representations Gabi Shalev Yossi Adi Joseph Keshet OODD 67 85 0 20 Aug 2018
Open Category Detection with PAC Guarantees Si Liu Risheek Garrepalli Thomas G. Dietterich Alan Fern Dan Hendrycks 50 84 0 01 Aug 2018
A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks Kimin Lee Kibok Lee Honglak Lee Jinwoo Shin OODD 165 2,044 0 10 Jul 2018
Generative Probabilistic Novelty Detection with Adversarial Autoencoders Stanislav Pidhorskyi Ranya Almohsen Donald Adjeroh Gianfranco Doretto UQCV 40 321 0 06 Jul 2018
Latent Space Autoregression for Novelty Detection Davide Abati Angelo Porrello Simone Calderara Rita Cucchiara 100 433 0 04 Jul 2018
Unsupervised Detection of Lesions in Brain MRI using constrained adversarial auto-encoders Xiaoran Chen E. Konukoglu MedIm 59 264 0 13 Jun 2018
To Trust Or Not To Trust A Classifier Heinrich Jiang Been Kim Melody Y. Guan Maya R. Gupta UQCV 164 471 0 30 May 2018
Deep Anomaly Detection Using Geometric Transformations I. Golan Ran El-Yaniv 86 606 0 28 May 2018
Localized Multiple Kernel Learning for Anomaly Detection: One-class Classification C. Gautam R. Balaji S. K Aruna Tiwari K. Ahuja 23 37 0 21 May 2018
GANomaly: Semi-Supervised Anomaly Detection via Adversarial Training S. Akçay Amir Atapour-Abarghouei T. Breckon GAN 73 1,387 0 17 May 2018
Towards Explaining Anomalies: A Deep Taylor Decomposition of One-Class Models Jacob R. Kauffmann K. Müller G. Montavon DRL 69 96 0 16 May 2018
Group Anomaly Detection using Deep Generative Models Raghavendra Chalapathy E. Toth Sanjay Chawla 25 58 0 13 Apr 2018
Efficient Anomaly Detection via Matrix Sketching Vatsal Sharan Parikshit Gopalan Udi Wieder 33 11 0 09 Apr 2018
Neural Autoregressive Flows Chin-Wei Huang David M. Krueger Alexandre Lacoste Aaron Courville DRL AI4CE 128 441 0 03 Apr 2018
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 241 3,283 0 21 Mar 2018
NetGAN: Generating Graphs via Random Walks Aleksandar Bojchevski Oleksandr Shchur Daniel Zügner Stephan Günnemann GAN GNN 155 360 0 02 Mar 2018
Adversarially Learned One-Class Classifier for Novelty Detection Mohammad Sabokrou Mohammad Khalooei M. Fathy Ehsan Adeli AAML 137 692 0 25 Feb 2018
Anomaly Detection using One-Class Neural Networks Raghavendra Chalapathy A. Menon Sanjay Chawla UQCV 51 395 0 18 Feb 2018
Efficient GAN-Based Anomaly Detection Houssam Zenati Chuan-Sheng Foo Bruno Lecouat Gaurav Manek V. Chandrasekhar 45 562 0 17 Feb 2018
Deep contextualized word representations Matthew E. Peters Mark Neumann Mohit Iyyer Matt Gardner Christopher Clark Kenton Lee Luke Zettlemoyer NAI 192 11,542 0 15 Feb 2018
Learning Confidence for Out-of-Distribution Detection in Neural Networks Terrance Devries Graham W. Taylor OOD OODD 77 586 0 13 Feb 2018
Detecting Spacecraft Anomalies Using LSTMs and Nonparametric Dynamic Thresholding K. Hundman V. Constantinou Christopher Laporte Ian Colwell T. Söderström AI4TS 103 1,247 0 13 Feb 2018
Junction Tree Variational Autoencoder for Molecular Graph Generation Wengong Jin Regina Barzilay Tommi Jaakkola 331 1,367 0 12 Feb 2018
Unsupervised Anomaly Detection via Variational Auto-Encoder for Seasonal KPIs in Web Applications Haowen Xu Wenxiao Chen Nengwen Zhao Zeyan Li Jiahao Bu ... Dan Pei Yang Feng Jie Chen Zhaogang Wang Honglin Qiao MLAU 63 812 0 12 Feb 2018
Obfuscated Gradients Give a False Sense of Security: Circumventing Defenses to Adversarial Examples Anish Athalye Nicholas Carlini D. Wagner AAML 195 3,180 0 01 Feb 2018
Clustering and Unsupervised Anomaly Detection with L2 Normalized Deep Auto-Encoder Representations Çağlar Aytekin Xingyang Ni Francesco Cricri Emre B. Aksu SSL UQCV 49 146 0 01 Feb 2018
Phonocardiographic Sensing using Deep Learning for Abnormal Heartbeat Detection S. Latif Muhammad Usman R. Rana Junaid Qadir 56 145 0 25 Jan 2018
Learning Deep Features for One-Class Classification Pramuditha Perera Vishal M. Patel 114 370 0 16 Jan 2018
An overview of deep learning based methods for unsupervised and semi-supervised anomaly detection in videos Dilip Ravi Kiran Mathew Thomas Ranjith Parakkal 64 448 0 09 Jan 2018
Wild Patterns: Ten Years After the Rise of Adversarial Machine Learning Battista Biggio Fabio Roli AAML 106 1,407 0 08 Dec 2017
Snorkel: Rapid Training Data Creation with Weak Supervision Alexander Ratner Stephen H. Bach Henry R. Ehrenberg Jason Alan Fries Sen Wu Christopher Ré 73 1,024 0 28 Nov 2017
Training Confidence-calibrated Classifiers for Detecting Out-of-Distribution Samples Kimin Lee Honglak Lee Kibok Lee Jinwoo Shin OODD 113 881 0 26 Nov 2017
The Doctor Just Won't Accept That! Zachary Chase Lipton FaML 59 101 0 20 Nov 2017
Neural Discrete Representation Learning Aaron van den Oord Oriol Vinyals Koray Kavukcuoglu BDL SSL OCL 208 4,989 0 02 Nov 2017
A Multimodal Anomaly Detector for Robot-Assisted Feeding Using an LSTM-based Variational Autoencoder Daehyung Park Yuuna Hoshi Charles C. Kemp DRL 73 746 0 02 Nov 2017
DOC: Deep Open Classification of Text Documents Lei Shu Hu Xu Bing-Quan Liu VLM 40 300 0 25 Sep 2017
Cascaded Region-based Densely Connected Network for Event Detection: A Seismic Application Yue-bo Wu Youzuo Lin Zheng Zhou D. C. Bolton Ji Liu Paul Johnson 38 109 0 12 Sep 2017
Fast Incremental SVDD Learning Algorithm with the Gaussian Kernel Hansi Jiang Haoyu Wang Wenhao Hu Deovrat Kakde A. Chaudhuri 119 62 0 01 Sep 2017
Explaining Anomalies in Groups with Characterizing Subspace Rules Meghanath Macha Leman Akoglu 24 39 0 20 Aug 2017
Methods for Interpreting and Understanding Deep Neural Networks G. Montavon Wojciech Samek K. Müller FaML 278 2,257 0 24 Jun 2017