v1v2v3 (latest)

Deep Learning for Anomaly Detection: A Review

6 July 2020

Chunhua Shen

Papers citing "Deep Learning for Anomaly Detection: A Review"

32 / 82 papers shown

Title
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks Jun-Yan Zhu Taesung Park Phillip Isola Alexei A. Efros GAN 127 5,553 0 30 Mar 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 111 2,233 0 17 Mar 2017
Lossy Image Compression with Compressive Autoencoders Lucas Theis Wenzhe Shi Andrew Cunningham Ferenc Huszár 64 1,056 0 01 Mar 2017
On the (Statistical) Detection of Adversarial Examples Kathrin Grosse Praveen Manoharan Nicolas Papernot Michael Backes Patrick McDaniel AAML 78 714 0 21 Feb 2017
Deep Unsupervised Clustering with Gaussian Mixture Variational Autoencoders Nat Dilokthanakul P. Mediano M. Garnelo M. J. Lee Hugh Salimbeni Kai Arulkumaran Murray Shanahan DRL 77 658 0 08 Nov 2016
Unrolled Generative Adversarial Networks Luke Metz Ben Poole David Pfau Jascha Narain Sohl-Dickstein GAN 116 1,004 0 07 Nov 2016
A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks Dan Hendrycks Kevin Gimpel UQCV 171 3,472 0 07 Oct 2016
Entity Embedding-based Anomaly Detection for Heterogeneous Categorical Events Ting-Li Chen L. Tang Yizhou Sun Zhengzhang Chen Kai Zhang 40 85 0 26 Aug 2016
Towards Bayesian Deep Learning: A Framework and Some Existing Methods Hao Wang Dit-Yan Yeung BDL 60 225 0 24 Aug 2016
Unbiased Learning-to-Rank with Biased Feedback Thorsten Joachims Adith Swaminathan Tobias Schnabel CML 80 541 0 16 Aug 2016
LSTM-based Encoder-Decoder for Multi-sensor Anomaly Detection Pankaj Malhotra Anusha Ramakrishnan G. Anand Lovekesh Vig Puneet Agarwal Gautam M. Shroff AI4TS 91 958 0 01 Jul 2016
Tutorial on Variational Autoencoders Carl Doersch BDL DRL 99 1,747 0 19 Jun 2016
Improved Techniques for Training GANs Tim Salimans Ian Goodfellow Wojciech Zaremba Vicki Cheung Alec Radford Xi Chen GAN 486 9,067 0 10 Jun 2016
Asynchrony begets Momentum, with an Application to Deep Learning Jeff Donahue Philipp Krahenbuhl Stefan Hadjis Christopher Ré 92 142 0 31 May 2016
Learning Temporal Regularity in Video Sequences Mahmudul Hasan Jonghyun Choi J. Neumann Amit K. Roy-Chowdhury L. Davis 171 1,108 0 15 Apr 2016
Joint Unsupervised Learning of Deep Representations and Image Clusters Jianwei Yang Devi Parikh Dhruv Batra SSL 60 818 0 13 Apr 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,426 0 10 Dec 2015
Unsupervised Deep Embedding for Clustering Analysis Junyuan Xie Ross B. Girshick Ali Farhadi SSL 100 2,880 0 19 Nov 2015
Deep multi-scale video prediction beyond mean square error Michaël Mathieu Camille Couprie Yann LeCun GAN 126 1,882 0 17 Nov 2015
Learning Deep Representations of Appearance and Motion for Anomalous Event Detection Dan Xu Elisa Ricci Yan Yan Jingkuan Song N. Sebe 184 515 0 06 Oct 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.9K 77,378 0 18 May 2015
A Meta-Analysis of the Anomaly Detection Problem Andrew Emmott S. Das Thomas G. Dietterich Alan Fern Weng-Keen Wong 67 174 0 03 Mar 2015
Sequential Feature Explanations for Anomaly Detection Md Amran Siddiqui Alan Fern Thomas G. Dietterich Weng-Keen Wong AI4TS 53 44 0 28 Feb 2015
Sequence to Sequence Learning with Neural Networks Ilya Sutskever Oriol Vinyals Quoc V. Le AIMat 446 20,590 0 10 Sep 2014
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.7K 100,508 0 04 Sep 2014
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 1.7K 39,595 0 01 Sep 2014
Graph-based Anomaly Detection and Description: A Survey Leman Akoglu Hanghang Tong Danai Koutra OOD AI4TS 89 1,398 0 18 Apr 2014
k-Sparse Autoencoders Alireza Makhzani Brendan J. Frey 99 457 0 19 Dec 2013
Deep AutoRegressive Networks Karol Gregor Ivo Danihelka A. Mnih Charles Blundell Daan Wierstra AI4TS BDL 102 282 0 31 Oct 2013
Outlying Property Detection with Numerical Attributes F. Angiulli Fabio Fassetti Luigi Palopoli Giuseppe Manco 59 32 0 15 Jun 2013
Representation Learning: A Review and New Perspectives Yoshua Bengio Aaron Courville Pascal Vincent OOD SSL 278 12,458 0 24 Jun 2012
A New Local Distance-Based Outlier Detection Approach for Scattered Real-World Data Ke Zhang Marcus Hutter Huidong Jin 640 394 0 18 Mar 2009