Unsupervised Anomaly Localization using Variational Auto-Encoders

Unsupervised Anomaly Localization using Variational Auto-Encoders

4 July 2019

Simon A. A. Kohl

Klaus Maier-Hein

Papers citing "Unsupervised Anomaly Localization using Variational Auto-Encoders"

17 / 67 papers shown

Title
Implicit field learning for unsupervised anomaly detection in medical images Sergio Naval Marimont G. Tarroni 29 26 0 09 Jun 2021
Unsupervised Anomaly Detection in MR Images using Multi-Contrast Information Byungjai Kim Kinam Kwon Changheun Oh Hyunkyung Park 14 2 0 02 May 2021
Anomaly Detection for Solder Joints Using $β$ -VAE Furkan Ulger S. E. Yuksel A. Yilmaz DRL 19 26 0 24 Apr 2021
Unsupervised Anomaly Segmentation using Image-Semantic Cycle Translation Chenxin Li Yunlong Zhang Jiongcheng Li Yue Huang Xinghao Ding MedIm 14 14 0 16 Mar 2021
Variational Autoencoders with a Structural Similarity Loss in Time of Flight MRAs K. Timmins I. C. Schaaf Y. Ruigrok B. Velthuis Hugo J. Kuijf 11 1 0 20 Jan 2021
Anomaly detection through latent space restoration using vector-quantized variational autoencoders Sergio Naval Marimont G. Tarroni DRL 120 57 0 12 Dec 2020
Simple statistical methods for unsupervised brain anomaly detection on MRI are competitive to deep learning methods Victor Saase H. Wenz T. Ganslandt C. Groden M. Maros 4 5 0 25 Nov 2020
Combining GANs and AutoEncoders for Efficient Anomaly Detection F. Carrara Giuseppe Amato Luca Brombin Fabrizio Falchi Claudio Gennaro Isti Cnr 6 26 0 16 Nov 2020
Self-Supervised Out-of-Distribution Detection in Brain CT Scans Abinav Ravi Venkatakrishnan S. T. Kim R. Eisawy Franz MJ Pfister Nassir Navab OOD 13 22 0 10 Nov 2020
Detecting Outliers with Foreign Patch Interpolation Jeremy Tan Benjamin Hou James Batten Huaqi Qiu Bernhard Kainz MedIm 9 48 0 09 Nov 2020
DeScarGAN: Disease-Specific Anomaly Detection with Weak Supervision J. Wolleb Robin Sandkühler Philippe C. Cattin 228 21 0 28 Jul 2020
MADGAN: unsupervised Medical Anomaly Detection GAN using multiple adjacent brain MRI slice reconstruction Changhee Han L. Rundo K. Murao T. Noguchi Yuki Shimahara Z. '. Milacski S. Koshino Evis Sala Hideki Nakayama Shinichi Satoh MedIm 86 159 0 24 Jul 2020
Unsupervised Shape Normality Metric for Severity Quantification Wenzheng Tao Riddhish Bhalodia Erin E. Anstadt L. Kavan Ross T. Whitaker J. Goldstein 11 2 0 18 Jul 2020
Scale-Space Autoencoders for Unsupervised Anomaly Segmentation in Brain MRI Christoph Baur Benedikt Wiestler Shadi Albarqouni Nassir Navab 9 37 0 23 Jun 2020
Unsupervised anomaly localization using VAE and beta-VAE Leixin Zhou Wenxiang Deng Xiaodong Wu DRL 11 15 0 19 May 2020
Autoencoders for Unsupervised Anomaly Segmentation in Brain MR Images: A Comparative Study Christoph Baur Stefan Denner Benedikt Wiestler Shadi Albarqouni Nassir Navab OOD 17 283 0 07 Apr 2020
Iterative energy-based projection on a normal data manifold for anomaly localization David Dehaene Oriel Frigo Sébastien Combrexelle P. Eline 4 145 0 10 Feb 2020