Skip-GANomaly: Skip Connected and Adversarially Trained Encoder-Decoder Anomaly Detection

25 January 2019

S. Akçay

Amir Atapour-Abarghouei

T. Breckon

UQCV

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Papers citing "Skip-GANomaly: Skip Connected and Adversarially Trained Encoder-Decoder Anomaly Detection"

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Benchmarking Unsupervised Anomaly Detection and Localization Ye Zheng Xiang Wang Yu-Hang Qi Wei Li Liwei Wu 15 14 0 30 May 2022
Self-Supervised Masking for Unsupervised Anomaly Detection and Localization Chaoqin Huang Qinwei Xu Yanfeng Wang Yu Wang Ya-Qin Zhang 29 66 0 13 May 2022
Object Class Aware Video Anomaly Detection through Image Translation M. Baradaran R. Bergevin 22 6 0 03 May 2022
A Survey on Unsupervised Anomaly Detection Algorithms for Industrial Images Yajie Cui Zhaoxiang Liu Shiguo Lian OOD DRL 32 42 0 24 Apr 2022
Discriminative Feature Learning Framework with Gradient Preference for Anomaly Detection Muhao Xu Xueying Zhou Xizhan Gao Wei-Xiong He Sijie Niu 8 7 0 23 Apr 2022
Unknown Face Presentation Attack Detection via Localised Learning of Multiple Kernels Shervin Rahimzadeh Arashloo CVBM AAML 17 9 0 22 Apr 2022
TransductGAN: a Transductive Adversarial Model for Novelty Detection Najiba Toron J. Mourão-Miranda John Shawe-Taylor 9 1 0 29 Mar 2022
Machine Learning in NextG Networks via Generative Adversarial Networks E. Ayanoglu Kemal Davaslioglu Y. Sagduyu GAN 16 34 0 09 Mar 2022
Omni-frequency Channel-selection Representations for Unsupervised Anomaly Detection Yufei Liang Jiangning Zhang Shiwei Zhao Ru-Chwen Wu Yong-Jin Liu Shuwen Pan 118 116 0 01 Mar 2022
ALGAN: Anomaly Detection by Generating Pseudo Anomalous Data via Latent Variables Hironori Murase Kenji Fukumizu 17 10 0 21 Feb 2022
Deep-Disaster: Unsupervised Disaster Detection and Localization Using Visual Data Soroor Shekarizadeh R. Rastgoo Saif M. Al-Kuwari Mohammad Sabokrou 17 2 0 31 Jan 2022
A Novel Incremental Learning Driven Instance Segmentation Framework to Recognize Highly Cluttered Instances of the Contraband Items Taimur Hassan S. Akçay Bennamoun Salman Khan N. Werghi 33 23 0 07 Jan 2022
Towards Unsupervised Open World Semantic Segmentation Svenja Uhlemeyer Matthias Rottmann Hanno Gottschalk 23 18 0 04 Jan 2022
Semi-Supervised Surface Anomaly Detection of Composite Wind Turbine Blades From Drone Imagery Jack W. Barker Neelanjan Bhowmik T. Breckon 16 5 0 01 Dec 2021
Improving Novelty Detection using the Reconstructions of Nearest Neighbours Michael Mesarcik E. Ranguelova A. Boonstra Rob van Nieuwpoort 11 5 0 11 Nov 2021
Temporal Fusion Based Mutli-scale Semantic Segmentation for Detecting Concealed Baggage Threats Muhammad Shafay Taimur Hassan Ernesto Damiani N. Werghi 22 9 0 04 Nov 2021
A Critical Study on the Recent Deep Learning Based Semi-Supervised Video Anomaly Detection Methods M. Baradaran R. Bergevin 11 16 0 02 Nov 2021
OMASGAN: Out-of-Distribution Minimum Anomaly Score GAN for Sample Generation on the Boundary Nikolaos Dionelis Mehrdad Yaghoobi Sotirios A. Tsaftaris OODD 15 6 0 28 Oct 2021
Y-GAN: Learning Dual Data Representations for Efficient Anomaly Detection Marija Ivanovska Vitomir Štruc 12 2 0 28 Sep 2021
Visual Anomaly Detection for Images: A Survey Jie Yang Rui Xu Zhiquan Qi Yong Shi 15 35 0 27 Sep 2021
New Perspective on Progressive GANs Distillation for One-class Novelty Detection Zhiwei Zhang Yu Dong Hanyu Peng Shifeng Chen 17 0 0 15 Sep 2021
On the impact of using X-ray energy response imagery for object detection via Convolutional Neural Networks Neelanjan Bhowmik Yona Falinie A. Gaus T. Breckon 13 8 0 27 Aug 2021
Tensor Pooling Driven Instance Segmentation Framework for Baggage Threat Recognition Taimur Hassan S. Akçay Bennamoun Salman Khan N. Werghi 23 42 0 22 Aug 2021
DRAEM -- A discriminatively trained reconstruction embedding for surface anomaly detection Vitjan Zavrtanik Matej Kristan D. Skočaj 11 583 0 17 Aug 2021
Divide-and-Assemble: Learning Block-wise Memory for Unsupervised Anomaly Detection Jinlei Hou Yingying Zhang Qiaoyong Zhong Di Xie Shiliang Pu Hong Zhou 14 142 0 28 Jul 2021
Tail of Distribution GAN (TailGAN): Generative-Adversarial-Network-Based Boundary Formation Nikolaos Dionelis Mehrdad Yaghoobi Sotirios A. Tsaftaris GAN 17 14 0 24 Jul 2021
Boundary of Distribution Support Generator (BDSG): Sample Generation on the Boundary Nikolaos Dionelis Mehrdad Yaghoobi Sotirios A. Tsaftaris 13 12 0 21 Jul 2021
Unsupervised Anomaly Instance Segmentation for Baggage Threat Recognition Taimur Hassan S. Akçay Bennamoun Salman Khan N. Werghi 19 33 0 15 Jul 2021
Anomaly Detection By Autoencoder Based On Weighted Frequency Domain Loss M. Nakanishi Kazuki Sato Hideo Terada 10 7 0 21 May 2021
Inpainting Transformer for Anomaly Detection Jonathan Pirnay K. Chai ViT 102 165 0 28 Apr 2021
Image Synthesis as a Pretext for Unsupervised Histopathological Diagnosis Dejan Štepec D. Skočaj MedIm 27 6 0 28 Apr 2021
Unsupervised Detection of Cancerous Regions in Histology Imagery using Image-to-Image Translation Dejan Štepec D. Skočaj MedIm 27 12 0 28 Apr 2021
PANDA : Perceptually Aware Neural Detection of Anomalies Jack W. Barker T. Breckon 17 5 0 28 Apr 2021
Unsupervised Two-Stage Anomaly Detection Yunfei Liu Chaoqun Zhuang Feng Lu 28 29 0 22 Mar 2021
Deep One-Class Classification via Interpolated Gaussian Descriptor Yuanhong Chen Yu Tian Guansong Pang G. Carneiro VLM 16 96 0 25 Jan 2021
GAN Ensemble for Anomaly Detection Xu Han Xiaohui Chen Liping Liu 16 64 0 14 Dec 2020
Comparison of Anomaly Detectors: Context Matters V. Škvára Jan Francå Matěj Zorek Tomás Pevný Václav Smídl 19 9 0 11 Dec 2020
Entropy Maximization and Meta Classification for Out-Of-Distribution Detection in Semantic Segmentation Robin Shing Moon Chan Matthias Rottmann Hanno Gottschalk OODD 25 149 0 09 Dec 2020
ESAD: End-to-end Deep Semi-supervised Anomaly Detection Chaoqin Huang Fei Ye Peisen Zhao Ya-Qin Zhang Yanfeng Wang Qi Tian 11 12 0 09 Dec 2020
PaDiM: a Patch Distribution Modeling Framework for Anomaly Detection and Localization Thomas Defard Aleksandr Setkov Angélique Loesch Romaric Audigier UQCV 6 811 0 17 Nov 2020
Unsupervised Region-based Anomaly Detection in Brain MRI with Adversarial Image Inpainting B. Nguyen Adam Feldman S. Bethapudi A. Jennings Chris G. Willcocks 11 29 0 05 Oct 2020
Improved anomaly detection by training an autoencoder with skip connections on images corrupted with Stain-shaped noise Anne-Sophie Collin Christophe De Vleeschouwer 13 85 0 29 Aug 2020
Improving auto-encoder novelty detection using channel attention and entropy minimization Miao Tian Dongyan Guo Ying Cui Xiang Pan Shengyong Chen 4 4 0 03 Jul 2020
Cascaded Structure Tensor Framework for Robust Identification of Heavily Occluded Baggage Items from X-ray Scans Taimur Hassan S. Akçay Bennamoun Salman Khan N. Werghi 11 19 0 14 Apr 2020
Unsupervised Anomaly Detection with Adversarial Mirrored AutoEncoders Gowthami Somepalli Y. Wu Yogesh Balaji B. Vinzamuri S. Feizi 9 3 0 24 Mar 2020
Unsupervised Discovery, Control, and Disentanglement of Semantic Attributes with Applications to Anomaly Detection William Paul I-J. Wang F. Alajaji Philippe Burlina DiffM DRL 10 6 0 25 Feb 2020
Towards Automatic Threat Detection: A Survey of Advances of Deep Learning within X-ray Security Imaging S. Akçay T. Breckon 23 156 0 05 Jan 2020
Graph Embedded Pose Clustering for Anomaly Detection Amir Markovitz Gilad Sharir Itamar Friedman Lihi Zelnik-Manor S. Avidan 3DH 19 165 0 26 Dec 2019
Cascaded Structure Tensor Framework for Robust Identification of Heavily Occluded Baggage Items from Multi-Vendor X-ray Scans Taimur Hassan Salman H. Khan S. Akçay Bennamoun N. Werghi 6 8 0 09 Dec 2019
Attribute Restoration Framework for Anomaly Detection Chaoqin Huang Fei Ye Jinkun Cao Maosen Li Ya-Qin Zhang Cewu Lu 11 48 0 25 Nov 2019