Unsupervised Anomaly Detection with Generative Adversarial Networks to
Guide Marker Discovery

Unsupervised Anomaly Detection with Generative Adversarial Networks to Guide Marker Discovery

17 March 2017

Philipp Seeböck

U. Schmidt-Erfurth

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

18 / 268 papers shown

Title
Latent Space Autoregression for Novelty Detection Davide Abati Angelo Porrello Simone Calderara Rita Cucchiara 16 432 0 04 Jul 2018
Anomaly Detection for Skin Disease Images Using Variational Autoencoder Yuchen Lu Peng Xu DRL 19 73 0 03 Jul 2018
Compressed Sensing with Deep Image Prior and Learned Regularization Dave Van Veen A. Jalal Mahdi Soltanolkotabi Eric Price S. Vishwanath A. Dimakis 33 178 0 17 Jun 2018
Deep Generative Models in the Real-World: An Open Challenge from Medical Imaging Xiaoran Chen Nick Pawlowski Martin Rajchl Ben Glocker E. Konukoglu OOD MedIm 22 49 0 14 Jun 2018
Unsupervised Detection of Lesions in Brain MRI using constrained adversarial auto-encoders Xiaoran Chen E. Konukoglu MedIm 35 264 0 13 Jun 2018
Deep Anomaly Detection Using Geometric Transformations I. Golan Ran El-Yaniv 31 601 0 28 May 2018
AVID: Adversarial Visual Irregularity Detection Mohammad Sabokrou M. PourReza Mohsen Fayyaz R. Entezari M. Fathy Jürgen Gall Ehsan Adeli GAN 16 90 0 24 May 2018
Deep Active Learning for Anomaly Detection Tiago Pimentel Marianne Monteiro Adriano Veloso N. Ziviani 30 39 0 23 May 2018
GANomaly: Semi-Supervised Anomaly Detection via Adversarial Training S. Akçay Amir Atapour-Abarghouei T. Breckon GAN 37 1,368 0 17 May 2018
Towards Explaining Anomalies: A Deep Taylor Decomposition of One-Class Models Jacob R. Kauffmann K. Müller G. Montavon DRL 42 96 0 16 May 2018
Not-so-supervised: a survey of semi-supervised, multi-instance, and transfer learning in medical image analysis V. Cheplygina Marleen de Bruijne J. Pluim 16 745 0 17 Apr 2018
Deep Autoencoding Models for Unsupervised Anomaly Segmentation in Brain MR Images Christoph Baur Benedikt Wiestler Shadi Albarqouni Nassir Navab UQCV MedIm 13 440 0 12 Apr 2018
MelanoGANs: High Resolution Skin Lesion Synthesis with GANs Christoph Baur Shadi Albarqouni Nassir Navab GAN MedIm 30 87 0 12 Apr 2018
GAN-based Synthetic Medical Image Augmentation for increased CNN Performance in Liver Lesion Classification Maayan Frid-Adar I. Diamant Eyal Klang Michal Amitai Jacob Goldberger H. Greenspan GAN MedIm 38 1,547 0 03 Mar 2018
Adversarially Learned One-Class Classifier for Novelty Detection Mohammad Sabokrou Mohammad Khalooei M. Fathy Ehsan Adeli AAML 18 685 0 25 Feb 2018
Synthetic Data Augmentation using GAN for Improved Liver Lesion Classification Maayan Frid-Adar Eyal Klang Michal Amitai Jacob Goldberger H. Greenspan MedIm GAN 11 689 0 08 Jan 2018
Clustering with Outlier Removal Hongfu Liu Jun Yu Li Yue Wu Y. Fu 16 67 0 05 Jan 2018
To Go or Not To Go? A Near Unsupervised Learning Approach For Robot Navigation Noriaki Hirose Amir Sadeghian P. Goebel Silvio Savarese GAN 18 20 0 16 Sep 2017