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Adversarially Learned One-Class Classifier for Novelty Detection

25 February 2018

Papers citing "Adversarially Learned One-Class Classifier for Novelty Detection"

50 / 163 papers shown

Title
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 150 806 0 24 Sep 2020
Dynamic Horizon Value Estimation for Model-based Reinforcement Learning Junjie Wang Qichao Zhang Dongbin Zhao Mengchen Zhao Jianye Hao OffRL 55 5 0 21 Sep 2020
Unsupervised Anomaly Detection on Temporal Multiway Data D. Nguyen Phuoc Nguyen Kien Do Santu Rana Sunil R. Gupta T. Tran 36 2 0 20 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 105 87 0 29 Aug 2020
Puzzle-AE: Novelty Detection in Images through Solving Puzzles Mohammadreza Salehi Ainaz Eftekhar Niousha Sadjadi M. Rohban Hamid R. Rabiee AAML 183 44 0 29 Aug 2020
Cloze Test Helps: Effective Video Anomaly Detection via Learning to Complete Video Events Guang Yu Siqi Wang Zhiping Cai En Zhu Chuanfu Xu Jianping Yin Marius Kloft 115 197 0 27 Aug 2020
A Self-Reasoning Framework for Anomaly Detection Using Video-Level Labels M. Zaheer Arif Mahmood Ho-chul Shin Seung-Ik Lee 59 82 0 27 Aug 2020
Novelty Detection Through Model-Based Characterization of Neural Networks Gukyeong Kwon Mohit Prabhushankar Dogancan Temel Ghassan AlRegib 53 23 0 13 Aug 2020
Backpropagated Gradient Representations for Anomaly Detection Gukyeong Kwon Mohit Prabhushankar Dogancan Temel Ghassan AlRegib 83 75 0 18 Jul 2020
Deep Learning for Anomaly Detection: A Review Guansong Pang Chunhua Shen LongBing Cao Anton Van Den Hengel 200 951 0 06 Jul 2020
Improving auto-encoder novelty detection using channel attention and entropy minimization Miao Tian Dongyan Guo Ying Cui Xiang Pan Shengyong Chen 21 4 0 03 Jul 2020
Patch SVDD: Patch-level SVDD for Anomaly Detection and Segmentation Jihun Yi Sungroh Yoon 197 387 0 29 Jun 2020
Anomaly Detection in Medical Imaging with Deep Perceptual Autoencoders Nina Shvetsova Bart Bakker Irina Fedulova H. Schulz Dmitry V. Dylov 90 85 0 23 Jun 2020
G2D: Generate to Detect Anomaly M. PourReza Bahram Mohammadi Mostafa Khaki Samir Bouindour H. Snoussi Mohammad Sabokrou 76 64 0 20 Jun 2020
Rethinking Assumptions in Deep Anomaly Detection Lukas Ruff Robert A. Vandermeulen Billy Joe Franks Klaus-Robert Muller Marius Kloft 115 91 0 30 May 2020
Spoof Face Detection Via Semi-Supervised Adversarial Training Chengwei Chen Wang Yuan Xuequan Lu Lizhuang Ma AAML PICV CVBM 8 2 0 22 May 2020
Transfer Learning via Contextual Invariants for One-to-Many Cross-Domain Recommendation A. Krishnan Mahashweta Das M. Bendre Hao Yang Hari Sundaram 62 67 0 21 May 2020
Motion and Region Aware Adversarial Learning for Fall Detection with Thermal Imaging V. Mehta Abhinav Dhall Sujata Pal Shehroz S. Khan 59 25 0 17 Apr 2020
Old is Gold: Redefining the Adversarially Learned One-Class Classifier Training Paradigm M. Zaheer Jin-ha Lee Marcella Astrid Seung-Ik Lee AAML 113 222 0 16 Apr 2020
Continual Learning for Anomaly Detection in Surveillance Videos Keval Doshi Y. Yilmaz 392 110 0 15 Apr 2020
A Survey of Single-Scene Video Anomaly Detection B. Ramachandra Michael J. Jones Ranga Raju Vatsavai AI4TS 100 180 0 13 Apr 2020
Any-Shot Sequential Anomaly Detection in Surveillance Videos Keval Doshi Y. Yilmaz 148 75 0 05 Apr 2020
Unsupervised Anomaly Detection with Adversarial Mirrored AutoEncoders Gowthami Somepalli Y. Wu Yogesh Balaji B. Vinzamuri Soheil Feizi 66 3 0 24 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 75 210 0 15 Mar 2020
Fast Distance-based Anomaly Detection in Images Using an Inception-like Autoencoder Natasa Sarafijanovic-Djukic Jesse Davis 77 25 0 12 Mar 2020
ARAE: Adversarially Robust Training of Autoencoders Improves Novelty Detection Mohammadreza Salehi Atrin Arya Barbod Pajoum Mohammad Otoofi Amirreza Shaeiri M. Rohban Hamid R. Rabiee AAML 98 63 0 12 Mar 2020
RCC-Dual-GAN: An Efficient Approach for Outlier Detection with Few Identified Anomalies Zhe Li Chunhua Sun Chunli Liu Xiayu Chen Meng Wang Yezheng Liu 32 5 0 07 Mar 2020
Why is the Mahalanobis Distance Effective for Anomaly Detection? Ryo Kamoi Kei Kobayashi OODD 206 60 0 01 Mar 2020
Deep-HR: Fast Heart Rate Estimation from Face Video Under Realistic Conditions Mohammad Sabokrou M. PourReza Xiaobai Li M. Fathy Guoying Zhao 3DH CVBM 107 42 0 12 Feb 2020
Novelty Detection via Non-Adversarial Generative Network Chengwei Chen Wang Yuan Yuan Xie Yanyun Qu Y. Tao Haichuan Song Lizhuang Ma GAN 61 9 0 03 Feb 2020
Novelty Detection Via Blurring Sung-Ik Choi Sae-Young Chung UQCV 73 36 0 27 Nov 2019
Attribute Restoration Framework for Anomaly Detection Chaoqin Huang Fei Ye Jinkun Cao Maosen Li Ya Zhang Cewu Lu 135 50 0 25 Nov 2019
Outside the Box: Abstraction-Based Monitoring of Neural Networks T. Henzinger Anna Lukina Christian Schilling AAML 93 59 0 20 Nov 2019
A Promotion Method for Generation Error Based Video Anomaly Detection Zhiguo Wang Zhongliang Yang Yujin Zhang 143 16 0 19 Nov 2019
AutoIDS: Auto-encoder Based Method for Intrusion Detection System Mohammed Gharib Bahram Mohammadi Shadi Hejareh Dastgerdi Mohammad Sabokrou 80 34 0 08 Nov 2019
Cross Domain Image Matching in Presence of Outliers X. Liu Seyran Khademi Jan van Gemert OOD 13 2 0 08 Sep 2019
Future Frame Prediction Using Convolutional VRNN for Anomaly Detection Yiwei Lu Mahesh Kumar Krishna Reddy Seyed shahabeddin Nabavi Yang Wang DRL 80 95 0 05 Sep 2019
Self-Supervised Representation Learning via Neighborhood-Relational Encoding Mohammad Sabokrou Mohammad Khalooei Ehsan Adeli SSL 135 35 0 27 Aug 2019
Anomaly Detection in Video Sequence with Appearance-Motion Correspondence Trong-Nguyen Nguyen J. Meunier 104 347 0 17 Aug 2019
Simultaneous Semantic Segmentation and Outlier Detection in Presence of Domain Shift Petra Bevandić Ivan Kreso Marin Orsic Sinisa Segvic 84 82 0 03 Aug 2019
AMAD: Adversarial Multiscale Anomaly Detection on High-Dimensional and Time-Evolving Categorical Data Zheng Gao Lin Guo Chi Ma Xiao Ma Kai Sun Hang Xiang Xiaoqiang Zhu Hongsong Li Xiaozhong Liu 26 5 0 12 Jul 2019
Connectivity-Optimized Representation Learning via Persistent Homology Christoph Hofer Roland Kwitt Mandar Dixit Marc Niethammer 67 77 0 21 Jun 2019
Novelty Detection via Network Saliency in Visual-based Deep Learning Valerie Chen Man-Ki Yoon Zhong Shao 36 3 0 09 Jun 2019
One-Way Prototypical Networks Anna M. Kruspe VLM 103 14 0 03 Jun 2019
Fixing Bias in Reconstruction-based Anomaly Detection with Lipschitz Discriminators Alexander Tong Guy Wolf Smita Krishnaswamy 45 4 0 26 May 2019
Spatio-Temporal Adversarial Learning for Detecting Unseen Falls Shehroz S. Khan Jacob Nogas Alex Mihailidis 38 22 0 19 May 2019
The Fishyscapes Benchmark: Measuring Blind Spots in Semantic Segmentation Hermann Blum Paul-Edouard Sarlin Juan I. Nieto Roland Siegwart Cesar Cadena UQCV 106 159 0 05 Apr 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 93 1,275 0 04 Apr 2019
Adversarially Learned Abnormal Trajectory Classifier Pankaj Raj Roy Guillaume-Alexandre Bilodeau GAN 124 10 0 26 Mar 2019
OCGAN: One-class Novelty Detection Using GANs with Constrained Latent Representations Pramuditha Perera Ramesh Nallapati Bing Xiang 148 527 0 20 Mar 2019