MADGAN: unsupervised Medical Anomaly Detection GAN using multiple adjacent brain MRI slice reconstruction

24 July 2020

Shinichi Satoh

Papers citing "MADGAN: unsupervised Medical Anomaly Detection GAN using multiple adjacent brain MRI slice reconstruction"

43 / 43 papers shown

Title
Explicit and Implicit Representations in AI-based 3D Reconstruction for Radiology: A systematic literature review Yuezhe Yang Boyu Yang Yaqian Wang Yang He Xingbo Dong Zhe Jin 38 0 0 15 Apr 2025
Deep End-to-End Posterior ENergy (DEEPEN) for image recovery Jyothi Rikhab Chand M. Jacob DiffM 41 0 0 21 Mar 2025
Scale-Aware Contrastive Reverse Distillation for Unsupervised Medical Anomaly Detection Chunlei Li Yilei Shi Jingliang Hu Xiao Xiang Zhu Lichao Mou MedIm 57 0 0 18 Mar 2025
Acoustic Anomaly Detection on UAM Propeller Defect with Acoustic dataset for Crack of drone Propeller (ADCP) Juho Lee Donghyun Yoon Gumoon Jeong Hyeoncheol Kim 29 0 0 02 Mar 2025
Deep Generative Models Unveil Patterns in Medical Images Through Vision-Language Conditioning Xiaodan Xing Junzhi Ning Yang Nan Guang Yang MedIm 27 0 0 17 Oct 2024
TauAD: MRI-free Tau Anomaly Detection in PET Imaging via Conditioned Diffusion Models Lujia Zhong Shuo Huang Jiaxin Yue Jianwei Zhang Zhiwei Deng Wenhao Chi Yonggang Shi MedIm 27 0 0 21 May 2024
Exploiting Structural Consistency of Chest Anatomy for Unsupervised Anomaly Detection in Radiography Images Tiange Xiang Yixiao Zhang Yongyi Lu Alan L. Yuille Chaoyi Zhang Weidong Cai Zongwei Zhou 31 3 0 13 Mar 2024
All-in-one platform for AI R&D in medical imaging, encompassing data collection, selection, annotation, and pre-processing Changhee Han Kyohei Shibano Wataru Ozaki Keishiro Osaki Takafumi Haraguchi Daisuke Hirahara Shumon Kimura Yasuyuki Kobayashi G. Mogi MedIm 22 0 0 10 Mar 2024
Evaluation of pseudo-healthy image reconstruction for anomaly detection with deep generative models: Application to brain FDG PET Ravi Hassanaly Camille Brianceau Maelys Solal O. Colliot Ninon Burgos MedIm 30 5 0 29 Jan 2024
Attention Modules Improve Modern Image-Level Anomaly Detection: A DifferNet Case Study A. Silva Francisco Simões Danny Kowerko Tobias Schlosser Felipe Battisti Veronica Teichrieb 24 0 0 13 Jan 2024
When Model Meets New Normals: Test-time Adaptation for Unsupervised Time-series Anomaly Detection Dongmin Kim S. Park Jaegul Choo AI4TS OOD 11 13 0 19 Dec 2023
Exploring Plain ViT Reconstruction for Multi-class Unsupervised Anomaly Detection Jiangning Zhang Xuhai Chen Yabiao Wang Chengjie Wang Yong Liu Xiangtai Li Ming-Hsuan Yang Dacheng Tao 25 24 0 12 Dec 2023
Guided Reconstruction with Conditioned Diffusion Models for Unsupervised Anomaly Detection in Brain MRIs F. Behrendt Debayan Bhattacharya R. Mieling Lennart Maack Julia Kruger R. Opfer Alexander Schlaefer DiffM MedIm 17 10 0 07 Dec 2023
Masked Conditional Diffusion Models for Image Analysis with Application to Radiographic Diagnosis of Infant Abuse Shaoju Wu Sila Kurugol Andy Tsai MedIm DiffM 8 1 0 22 Nov 2023
A Survey of Emerging Applications of Diffusion Probabilistic Models in MRI Yuheng Fan Hanxi Liao Shiqi Huang Yimin Luo Huazhu Fu Haikun Qi MedIm 29 18 0 19 Nov 2023
Attention Modules Improve Image-Level Anomaly Detection for Industrial Inspection: A DifferNet Case Study A. Silva Francisco Simões Danny Kowerko Tobias Schlosser Felipe Battisti Veronica Teichrieb 33 3 0 05 Nov 2023
Normality Learning-based Graph Anomaly Detection via Multi-Scale Contrastive Learning Jingcan Duan Pei Zhang Siwei Wang Jingtao Hu Hu Jin Jiaxin Zhang Haifang Zhou Xinwang Liu 27 10 0 12 Sep 2023
Metrics to Quantify Global Consistency in Synthetic Medical Images Daniel Scholz Benedikt Wiestler Daniel Rueckert M. Menten MedIm 11 1 0 01 Aug 2023
Masked Autoencoders for Unsupervised Anomaly Detection in Medical Images Mariana-Iuliana Georgescu MedIm 25 7 0 14 Jul 2023
Targeted collapse regularized autoencoder for anomaly detection: black hole at the center A. Ghafourian Huanyi Shui Devesh Upadhyay Rajesh K. Gupta Dimitar Filev I. S. Bozchalooi AAML 25 1 0 22 Jun 2023
Dis-AE: Multi-domain & Multi-task Generalisation on Real-World Clinical Data Daniel Kreuter Samuel Tull J. Gilbey J. Preller BloodCounts Consortium ... James H. F. Rudd S. Sivapalaratnam Carola-Bibiane Schönlieb Nicholas S. Gleadall M. Roberts OOD DRL 22 0 0 15 Jun 2023
Additive Class Distinction Maps using Branched-GANs Elnatan Kadar Jonathan Brokman Guy Gilboa GAN 20 0 0 04 May 2023
Brainomaly: Unsupervised Neurologic Disease Detection Utilizing Unannotated T1-weighted Brain MR Images M. R. Siddiquee Jay Shah Teresa Wu C. Chong T. Schwedt Gina M. Dumkrieger S. Nikolova Baoxin Li MedIm 25 11 0 18 Feb 2023
Masked Transformer for image Anomaly Localization Axel De Nardin P. Mishra G. Foresti C. Piciarelli ViT MedIm 37 15 0 27 Oct 2022
3D Brain and Heart Volume Generative Models: A Survey Yanbin Liu Girish Dwivedi F. Boussaïd Bennamoun MedIm AI4CE 21 6 0 12 Oct 2022
nnOOD: A Framework for Benchmarking Self-supervised Anomaly Localisation Methods Matthew Baugh Jeremy Tan Athanasios Vlontzos Johanna P. Müller Bernhard Kainz OOD 16 2 0 02 Sep 2022
Transformer based Models for Unsupervised Anomaly Segmentation in Brain MR Images Ahmed Ghorbel Ahmed Aldahdooh Shadi Albarqouni Neuherberg ViT MedIm 22 4 0 05 Jul 2022
A Deep Generative Model of Neonatal Cortical Surface Development Abdulah Fawaz Logan Z. J. Williams A. Edwards E. C. Robinson MedIm 12 3 0 15 Jun 2022
Generative Adversarial Networks for Image Super-Resolution: A Survey Chunwei Tian Xuanyu Zhang Chun-Wei Lin W. Zuo Yanning Zhang Chia-Wen Lin GAN 31 45 0 28 Apr 2022
Assessing the ability of generative adversarial networks to learn canonical medical image statistics Varun A. Kelkar Dimitrios S. Gotsis F. Brooks K. Prabhat Kyle J. Myers R. Zeng M. Anastasio MedIm GAN LM&MA 18 25 0 26 Apr 2022
Diffeomorphic Image Registration with Neural Velocity Field Kun Han Shanlin Sun Xiangyi Yan Chenyu You Hao Tang Junayed Naushad Haoyu Ma Deying Kong Xiaohui Xie MedIm 22 21 0 25 Feb 2022
Outlier-based Autism Detection using Longitudinal Structural MRI Devika Kuttala V. R. M. Oruganti Dwarikanath Mahapatra Subramanian Ramanathan 19 24 0 21 Feb 2022
Unsupervised Anomaly Detection in 3D Brain MRI using Deep Learning with Multi-Task Brain Age Prediction M. Bengs F. Behrendt M. Laves Julia Kruger R. Opfer Alexander Schlaefer MedIm 16 9 0 31 Jan 2022
SQUID: Deep Feature In-Painting for Unsupervised Anomaly Detection Tiange Xiang Yixiao Zhang Yongyi Lu Alan Yuille Chaoyi Zhang Weidong (Tom) Cai Zongwei Zhou UQCV 24 39 0 26 Nov 2021
Pediatric Otoscopy Video Screening with Shift Contrastive Anomaly Detection Weiyao Wang Aniruddha Tamhane Christine Santos J. Rzasa James H Clark Therese L. Canares Mathias Unberath 27 4 0 25 Oct 2021
Proxy-bridged Image Reconstruction Network for Anomaly Detection in Medical Images Kang Zhou Jing Li Weixin Luo Zhengxin Li Jianlong Yang H. Fu Jun Cheng Jiang-Dong Liu Shenghua Gao 129 32 0 05 Oct 2021
Anomaly Detection in Medical Imaging -- A Mini Review M. Tschuchnig M. Gadermayr 18 78 0 25 Aug 2021
Automated triaging of head MRI examinations using convolutional neural networks D. Wood S. Kafiabadi A. A. Busaidi Emily Guilhem Antanas Montvila ... Matthew Townend Gareth J. Barker Sebastien Ourselin James H. Cole Thomas C Booth 33 5 0 15 Jun 2021
Tips and Tricks to Improve CNN-based Chest X-ray Diagnosis: A Survey Changhee Han Takayuki Okamoto Koichi Takeuchi Dimitris Katsios Andrey Grushnikov Masaaki Kobayashi Antoine Choppin Yuta Kurashina Yuki Shimahara 14 2 0 02 Jun 2021
Focus U-Net: A novel dual attention-gated CNN for polyp segmentation during colonoscopy Michael Yeung Evis Sala Carola-Bibiane Schönlieb L. Rundo 10 121 0 16 May 2021
TransMed: Transformers Advance Multi-modal Medical Image Classification Yin Dai Yifan Gao ViT MedIm 30 280 0 10 Mar 2021
Enhanced Magnetic Resonance Image Synthesis with Contrast-Aware Generative Adversarial Networks Jonas Denck J. Guehring Andreas K. Maier E. Rothgang MedIm GAN 19 9 0 17 Feb 2021
Image Synthesis with Adversarial Networks: a Comprehensive Survey and Case Studies Pourya Shamsolmoali Masoumeh Zareapoor Eric Granger Huiyu Zhou Ruili Wang M. E. Celebi Jie Yang EGVM 39 138 0 26 Dec 2020