Unsupervised Anomaly Detection with Generative Adversarial Networks to Guide Marker Discovery

17 March 2017

Papers citing "Unsupervised Anomaly Detection with Generative Adversarial Networks to Guide Marker Discovery"

50 / 268 papers shown

Title
Inf-Net: Automatic COVID-19 Lung Infection Segmentation from CT Images Deng-Ping Fan Tao Zhou Ge-Peng Ji Yi Zhou Geng Chen Huazhu Fu Jianbing Shen Ling Shao 11 962 0 22 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 27 221 0 16 Apr 2020
Conditional Gaussian Distribution Learning for Open Set Recognition Xin Sun Zhen Yang Chi Zhang Guohao Peng K. Ling BDL UQCV 157 216 0 19 Mar 2020
Fast Distance-based Anomaly Detection in Images Using an Inception-like Autoencoder Natasa Sarafijanovic-Djukic Jesse Davis 22 24 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 29 62 0 12 Mar 2020
DROCC: Deep Robust One-Class Classification Sachin Goyal Aditi Raghunathan Moksh Jain H. Simhadri Prateek Jain VLM 28 160 0 28 Feb 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 21 6 0 25 Feb 2020
Anomaly Detection by One Class Latent Regularized Networks Chengwei Chen Pan Chen Haichuan Song Y. Tao Yuan Xie Shouhong Ding Lizhuang Ma GAN 14 0 0 05 Feb 2020
Acoustic anomaly detection via latent regularized gaussian mixture generative adversarial networks Chengwei Chen Pan Chen Lingyu Yang Jinyuan Mo Haichuan Song Yuan Xie Lizhuang Ma 20 1 0 04 Feb 2020
Simple and Effective Prevention of Mode Collapse in Deep One-Class Classification Penny Chong Lukas Ruff Marius Kloft Alexander Binder 29 35 0 24 Jan 2020
A One-Shot Learning Framework for Assessment of Fibrillar Collagen from Second Harmonic Generation Images of an Infarcted Myocardium Qun Liu S. Mukhopadhyay M. Bastidas-Rodríguez Xing Fu Sushant P Sahu David Burk M. Gartia 4 6 0 23 Jan 2020
A Review on Generative Adversarial Networks: Algorithms, Theory, and Applications Jie Gui Zhenan Sun Yonggang Wen Dacheng Tao Jieping Ye EGVM 33 821 0 20 Jan 2020
Uncertainty-Based Out-of-Distribution Classification in Deep Reinforcement Learning Andreas Sedlmeier Thomas Gabor Thomy Phan Lenz Belzner Claudia Linnhoff-Popien 21 25 0 31 Dec 2019
History-based Anomaly Detector: an Adversarial Approach to Anomaly Detection Pierrick Chatillon C. Ballester AAML 21 6 0 26 Dec 2019
Sparse-GAN: Sparsity-constrained Generative Adversarial Network for Anomaly Detection in Retinal OCT Image Kang Zhou Shenghua Gao Jun Cheng Zaiwang Gu Huazhu Fu Zhi Tu Jianlong Yang Yitian Zhao Jiang-Dong Liu GAN MedIm 107 65 0 28 Nov 2019
Invert and Defend: Model-based Approximate Inversion of Generative Adversarial Networks for Secure Inference Wei-An Lin Yogesh Balaji Pouya Samangouei Rama Chellappa 33 6 0 23 Nov 2019
Deep Anomaly Detection with Deviation Networks Guansong Pang Chunhua Shen Anton Van Den Hengel 25 351 0 19 Nov 2019
Attention Guided Anomaly Localization in Images Shashanka Venkataramanan Kuan-Chuan Peng Rajat Vikram Singh Abhijit Mahalanobis 24 22 0 19 Nov 2019
Self-supervised GAN: Analysis and Improvement with Multi-class Minimax Game Ngoc-Trung Tran Viet-Hung Tran Ngoc-Bao Nguyen Linxiao Yang Ngai-man Cheung SSL GAN 23 60 0 16 Nov 2019
Convolutional Recurrent Reconstructive Network for Spatiotemporal Anomaly Detection in Solder Paste Inspection Yong-Ho Yoo Ue-Hwan Kim Jong-hwan Kim UQCV 18 23 0 22 Aug 2019
A Neural Network-Based On-device Learning Anomaly Detector for Edge Devices Mineto Tsukada Masaaki Kondo Hiroki Matsutani 31 72 0 23 Jul 2019
GIDS: GAN based Intrusion Detection System for In-Vehicle Network Eunbi Seo Hyun Min Song H. Kim 11 320 0 17 Jul 2019
Robust Variational Autoencoders for Outlier Detection and Repair of Mixed-Type Data Simao Eduardo A. Nazábal Christopher K. I. Williams Charles Sutton DRL 16 32 0 15 Jul 2019
Exploring Deep Anomaly Detection Methods Based on Capsule Net Xiaoyan Li I. Kiringa T. Yeap Xiao-Dan Zhu Yifeng Li UQCV 3DPC 42 20 0 15 Jul 2019
Unsupervised Anomaly Localization using Variational Auto-Encoders David Zimmerer Fabian Isensee Jens Petersen Simon A. A. Kohl Klaus Maier-Hein DRL 30 132 0 04 Jul 2019
A Survey on GANs for Anomaly Detection Federico Di Mattia P. Galeone M. D. Simoni Emanuele Ghelfi 14 123 0 27 Jun 2019
Data Cleansing for Models Trained with SGD Satoshi Hara Atsushi Nitanda Takanori Maehara TDI 34 68 0 20 Jun 2019
Exploiting Epistemic Uncertainty of Anatomy Segmentation for Anomaly Detection in Retinal OCT Philipp Seeböck J. Orlando T. Schlegl S. Waldstein Hrvoje Bogunović S. Klimscha Georg Langs U. Schmidt-Erfurth UQCV 10 134 0 29 May 2019
Decentralized Learning of Generative Adversarial Networks from Non-iid Data Ryo Yonetani Tomohiro Takahashi Atsushi Hashimoto Yoshitaka Ushiku 45 24 0 23 May 2019
Spatio-Temporal Adversarial Learning for Detecting Unseen Falls Shehroz S. Khan Jacob Nogas Alex Mihailidis 22 22 0 19 May 2019
Should I Raise The Red Flag? A comprehensive survey of anomaly scoring methods toward mitigating false alarms Zahra Zohrevand U. Glässer AAML 13 11 0 14 Apr 2019
Towards annotation-efficient segmentation via image-to-image translation Eugene Vorontsov Pavlo Molchanov Christopher Beckham Jan Kautz Samuel Kadoury MedIm 15 13 0 02 Apr 2019
A Novel GAN-based Fault Diagnosis Approach for Imbalanced Industrial Time Series Wenqian Jiang Cheng Cheng Beitong Zhou Guijun Ma Ye Yuan AI4CE 29 128 0 01 Apr 2019
Unsupervised Medical Image Translation Using Cycle-MedGAN Karim Armanious Chenming Jiang Sherif Abdulatif Thomas Kustner S. Gatidis Bin Yang MedIm 13 113 0 08 Mar 2019
Lung CT Imaging Sign Classification through Deep Learning on Small Data Guocai He 13 7 0 01 Mar 2019
Skip-GANomaly: Skip Connected and Adversarially Trained Encoder-Decoder Anomaly Detection S. Akçay Amir Atapour-Abarghouei T. Breckon UQCV 44 373 0 25 Jan 2019
Deep Learning on Attributed Graphs: A Journey from Graphs to Their Embeddings and Back M. Simonovsky BDL GNN 29 1 0 24 Jan 2019
MAD-GAN: Multivariate Anomaly Detection for Time Series Data with Generative Adversarial Networks Dan Li Dacheng Chen Lei Shi Baihong Jin Jonathan Goh See-Kiong Ng 34 763 0 15 Jan 2019
Deep Learning for Anomaly Detection: A Survey Raghavendra Chalapathy Sanjay Chawla AI4TS 41 1,479 0 10 Jan 2019
Uncertainty-Based Out-of-Distribution Detection in Deep Reinforcement Learning Andreas Sedlmeier Thomas Gabor Thomy Phan Lenz Belzner Claudia Linnhoff-Popien UQCV 20 24 0 08 Jan 2019
Context-encoding Variational Autoencoder for Unsupervised Anomaly Detection David Zimmerer Simon A. A. Kohl Jens Petersen Fabian Isensee Klaus H. Maier-Hein DRL 19 128 0 14 Dec 2018
AdaFlow: Domain-Adaptive Density Estimator with Application to Anomaly Detection and Unpaired Cross-Domain Translation Masataka Yamaguchi Yuma Koizumi N. Harada 19 37 0 14 Dec 2018
A domain agnostic measure for monitoring and evaluating GANs Paulina Grnarova Kfir Y. Levy Aurelien Lucchi Nathanael Perraudin Ian Goodfellow Thomas Hofmann Andreas Krause EGVM 24 8 0 13 Nov 2018
Failing Loudly: An Empirical Study of Methods for Detecting Dataset Shift Stephan Rabanser Stephan Günnemann Zachary Chase Lipton 33 359 0 29 Oct 2018
Generative Adversarial Network in Medical Imaging: A Review Xin Yi Ekta Walia P. Babyn GAN MedIm 31 1,371 0 19 Sep 2018
Retrospective correction of Rigid and Non-Rigid MR motion artifacts using GANs Karim Armanious S. Gatidis K. Nikolaou Bin Yang Thomas Kustner MedIm 11 39 0 17 Sep 2018
GANs for Medical Image Analysis Salome Kazeminia Christoph Baur Arjan Kuijper Bram van Ginneken Nassir Navab Shadi Albarqouni Anirban Mukhopadhyay MedIm AI4CE 18 408 0 13 Sep 2018
Generating Highly Realistic Images of Skin Lesions with GANs Christoph Baur Shadi Albarqouni Nassir Navab GAN MedIm 21 79 0 05 Sep 2018
Chest X-ray Inpainting with Deep Generative Models Ecem Sogancioglu Shi Hu Davide Belli Bram van Ginneken GAN MedIm 24 20 0 29 Aug 2018
Airline Passenger Name Record Generation using Generative Adversarial Networks Alejandro Mottini Alix Lhéritier Rodrigo Acuna-Agost GAN 23 51 0 17 Jul 2018