Learning Not to Reconstruct Anomalies

19 October 2021

Papers citing "Learning Not to Reconstruct Anomalies"

32 / 32 papers shown

Title
Autoencoders for Anomaly Detection are Unreliable Roel Bouman Tom Heskes 60 1 0 23 Jan 2025
Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Xiaofeng Tan Hongsong Wang Xin Geng Liang Wang DiffM AAML VGen 116 0 0 04 Dec 2024
CLAWS: Clustering Assisted Weakly Supervised Learning with Normalcy Suppression for Anomalous Event Detection M. Zaheer Arif Mahmood Marcella Astrid Seung-Ik Lee 51 133 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 77 158 0 27 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 64 193 0 27 Aug 2020
G2D: Generate to Detect Anomaly M. PourReza Bahram Mohammadi Mostafa Khaki Samir Bouindour H. Snoussi Mohammad Sabokrou 39 62 0 20 Jun 2020
Old is Gold: Redefining the Adversarially Learned One-Class Classifier Training Paradigm M. Zaheer Jin-ha Lee Marcella Astrid Seung-Ik Lee AAML 49 221 0 16 Apr 2020
Continual Learning for Anomaly Detection in Surveillance Videos Keval Doshi Y. Yilmaz 205 109 0 15 Apr 2020
Any-Shot Sequential Anomaly Detection in Surveillance Videos Keval Doshi Y. Yilmaz 69 73 0 05 Apr 2020
Learning Memory-guided Normality for Anomaly Detection Hyunjong Park Jongyoun Noh Bumsub Ham 48 634 0 30 Mar 2020
Learning a distance function with a Siamese network to localize anomalies in videos B. Ramachandra Michael Jeffrey Jones Ranga Raju Vatsavai 71 78 0 24 Jan 2020
Future Frame Prediction Using Convolutional VRNN for Anomaly Detection Yiwei Lu Mahesh Kumar Krishna Reddy Seyed shahabeddin Nabavi Yang Wang DRL 48 95 0 05 Sep 2019
Anomaly Detection in Video Sequence with Appearance-Motion Correspondence Trong-Nguyen Nguyen J. Meunier 77 345 0 17 Aug 2019
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features Sangdoo Yun Dongyoon Han Seong Joon Oh Sanghyuk Chun Junsuk Choe Y. Yoo OOD 587 4,735 0 13 May 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 39 1,254 0 04 Apr 2019
Autoencoding Binary Classifiers for Supervised Anomaly Detection Yuki Yamanaka Tomoharu Iwata Hiroshi Takahashi Masanori Yamada Sekitoshi Kanai 26 38 0 26 Mar 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 96 401 0 18 Mar 2019
Street Scene: A new dataset and evaluation protocol for video anomaly detection B. Ramachandra Michael J. Jones 57 148 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 101 324 0 11 Dec 2018
Latent Space Autoregression for Novelty Detection Davide Abati Angelo Porrello Simone Calderara Rita Cucchiara 98 432 0 04 Jul 2018
STAN: Spatio-Temporal Adversarial Networks for Abnormal Event Detection Sangmin Lee Hak Gu Kim Yong Man Ro 3DPC GAN 43 83 0 23 Apr 2018
Adversarially Learned One-Class Classifier for Novelty Detection Mohammad Sabokrou Mohammad Khalooei M. Fathy Ehsan Adeli AAML 93 690 0 25 Feb 2018
Real-world Anomaly Detection in Surveillance Videos Waqas Sultani Chen Chen M. Shah AI4TS 112 1,468 0 12 Jan 2018
Detecting abnormal events in video using Narrowed Normality Clusters Radu Tudor Ionescu Sorina Smeureanu Marius Popescu B. Alexe 60 96 0 12 Jan 2018
Future Frame Prediction for Anomaly Detection -- A New Baseline Wen Liu Weixin Luo Dongze Lian Shenghua Gao 3DH 105 1,069 0 28 Dec 2017
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 251 9,687 0 25 Oct 2017
Joint Detection and Recounting of Abnormal Events by Learning Deep Generic Knowledge Ryota Hinami Tao Mei Shiníchi Satoh 196 228 0 26 Sep 2017
Abnormal Event Detection in Videos using Generative Adversarial Nets Mahdyar Ravanbakhsh Moin Nabi E. Sangineto L. Marcenaro C. Regazzoni N. Sebe GAN 47 436 0 31 Aug 2017
Limiting the Reconstruction Capability of Generative Neural Network using Negative Learning Asim Munawar Phongtharin Vinayavekhin Giovanni De Magistris 31 47 0 16 Aug 2017
A Discriminative Framework for Anomaly Detection in Large Videos Allison Del Giorno J. Andrew Bagnell M. Hebert AI4TS 74 183 0 28 Sep 2016
Learning Temporal Regularity in Video Sequences Mahmudul Hasan Jonghyun Choi J. Neumann Amit K. Roy-Chowdhury L. Davis 116 1,098 0 15 Apr 2016
Learning Deep Representations of Appearance and Motion for Anomalous Event Detection Dan Xu Elisa Ricci Yan Yan Jingkuan Song N. Sebe 114 512 0 06 Oct 2015