PseudoBound: Limiting the anomaly reconstruction capability of one-class classifiers using pseudo anomalies

19 March 2023

Papers citing "PseudoBound: Limiting the anomaly reconstruction capability of one-class classifiers using pseudo anomalies"

22 / 22 papers shown

Title
Learning Not to Reconstruct Anomalies Marcella Astrid M. Zaheer Jae-Yeong Lee Seung-Ik Lee 57 47 0 19 Oct 2021
Towards Total Recall in Industrial Anomaly Detection Karsten Roth Latha Pemula J. Zepeda Bernhard Schölkopf Thomas Brox Peter V. Gehler UQCV 80 907 0 15 Jun 2021
CLAWS: Clustering Assisted Weakly Supervised Learning with Normalcy Suppression for Anomalous Event Detection M. Zaheer Arif Mahmood Marcella Astrid Seung-Ik Lee 56 133 0 24 Nov 2020
A Background-Agnostic Framework with Adversarial Training for Abnormal Event Detection in Video Mariana-Iuliana Georgescu Radu Tudor Ionescu Fahad Shahbaz Khan Marius Popescu M. Shah 79 159 0 27 Aug 2020
Deep Learning for Anomaly Detection: A Review Guansong Pang Chunhua Shen LongBing Cao Anton Van Den Hengel 167 920 0 06 Jul 2020
Old is Gold: Redefining the Adversarially Learned One-Class Classifier Training Paradigm M. Zaheer Jin-ha Lee Marcella Astrid Seung-Ik Lee AAML 59 222 0 16 Apr 2020
Continual Learning for Anomaly Detection in Surveillance Videos Keval Doshi Y. Yilmaz 348 110 0 15 Apr 2020
Learning Memory-guided Normality for Anomaly Detection Hyunjong Park Jongyoun Noh Bumsub Ham 56 635 0 30 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 45 63 0 12 Mar 2020
Learning a distance function with a Siamese network to localize anomalies in videos B. Ramachandra Michael Jeffrey Jones Ranga Raju Vatsavai 84 79 0 24 Jan 2020
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features Sangdoo Yun Dongyoon Han Seong Joon Oh Sanghyuk Chun Junsuk Choe Y. Yoo OOD 604 4,766 0 13 May 2019
Local Deep-Feature Alignment for Unsupervised Dimension Reduction Jian Zhang Jun-chen Yu Dacheng Tao 56 198 0 22 Apr 2019
Graph Convolutional Label Noise Cleaner: Train a Plug-and-play Action Classifier for Anomaly Detection Jia-Xing Zhong Nannan Li Weijie Kong Shan Liu Thomas H. Li Ge Li NoLa SSL 101 404 0 18 Mar 2019
Street Scene: A new dataset and evaluation protocol for video anomaly detection B. Ramachandra Michael J. Jones 69 150 0 15 Feb 2019
Object-centric Auto-encoders and Dummy Anomalies for Abnormal Event Detection in Video Radu Tudor Ionescu Fahad Shahbaz Khan Mariana-Iuliana Georgescu Ling Shao 152 326 0 11 Dec 2018
Latent Space Autoregression for Novelty Detection Davide Abati Angelo Porrello Simone Calderara Rita Cucchiara 100 433 0 04 Jul 2018
STAN: Spatio-Temporal Adversarial Networks for Abnormal Event Detection Sangmin Lee Hak Gu Kim Yong Man Ro 3DPC GAN 50 83 0 23 Apr 2018
Learning to Make Predictions on Graphs with Autoencoders Phi Vu Tran GNN SSL AI4CE 55 57 0 23 Feb 2018
Real-world Anomaly Detection in Surveillance Videos Waqas Sultani Chen Chen M. Shah AI4TS 166 1,477 0 12 Jan 2018
Multi-modal Face Pose Estimation with Multi-task Manifold Deep Learning Chao-qun Hong Jun-chen Yu CVBM 3DH 27 128 0 18 Dec 2017
Joint Detection and Recounting of Abnormal Events by Learning Deep Generic Knowledge Ryota Hinami Tao Mei Shiníchi Satoh 231 229 0 26 Sep 2017
Deep multi-scale video prediction beyond mean square error Michaël Mathieu Camille Couprie Yann LeCun GAN 122 1,882 0 17 Nov 2015