Unsupervised Lesion Detection via Image Restoration with a Normative
Prior

Unsupervised Lesion Detection via Image Restoration with a Normative Prior

30 April 2020

Papers citing "Unsupervised Lesion Detection via Image Restoration with a Normative Prior"

19 / 19 papers shown

Title
Quantum Patch-Based Autoencoder for Anomaly Segmentation Maria Francisca Madeira Alessandro Poggiali Jeanette Miriam Lorenz 31 0 0 26 Apr 2024
Rethinking Autoencoders for Medical Anomaly Detection from A Theoretical Perspective Yu Cai Hao Chen Kwang-Ting Cheng MedIm 21 9 0 14 Mar 2024
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 25 10 0 07 Dec 2023
ADFA: Attention-augmented Differentiable top-k Feature Adaptation for Unsupervised Medical Anomaly Detection Yiming Huang Guo-Shuai Liu Yaoru Luo Ge Yang OOD MedIm 24 2 0 29 Aug 2023
Restore Anything Pipeline: Segment Anything Meets Image Restoration Jiaxi Jiang Christian Holz VLM 29 8 0 22 May 2023
Clinically Plausible Pathology-Anatomy Disentanglement in Patient Brain MRI with Structured Variational Priors Anjun Hu J. Falet Brennan Nichyporuk Changjian Shui Douglas L. Arnold Sotirios A. Tsaftaris Tal Arbel 32 2 0 15 Nov 2022
An efficient semi-supervised quality control system trained using physics-based MRI-artefact generators and adversarial training D. Ravì F. Barkhof Daniel C. Alexander Lemuel Puglisi Geoffrey J. M. Parker Arman Eshaghi MedIm 16 4 0 07 Jun 2022
Discriminative Feature Learning Framework with Gradient Preference for Anomaly Detection Muhao Xu Xueying Zhou Xizhan Gao Wei-Xiong He Sijie Niu 24 7 0 23 Apr 2022
Self-supervised learning for analysis of temporal and morphological drug effects in cancer cell imaging data A. Dmitrenko M. M. Masiero N. Zamboni MedIm 19 8 0 07 Mar 2022
Constrained unsupervised anomaly segmentation Julio Silva-Rodríguez Valery Naranjo Jose Dolz 18 23 0 03 Mar 2022
On the Pitfalls of Using the Residual Error as Anomaly Score Felix Meissen Benedikt Wiestler Georgios Kaissis Daniel Rueckert UQCV 29 11 0 08 Feb 2022
StRegA: Unsupervised Anomaly Detection in Brain MRIs using a Compact Context-encoding Variational Autoencoder S. Chatterjee Alessandro Sciarra M. Dünnwald Pavan Tummala Shubham Agrawal Aishwarya Jauhari Aman Kalra S. Oeltze-Jafra Oliver Speck A. Nürnberger DRL 31 16 0 31 Jan 2022
Deep Quantile Regression for Uncertainty Estimation in Unsupervised and Supervised Lesion Detection H. Akrami Anand A. Joshi Sergul Aydore Richard M. Leahy UQCV 39 4 0 20 Sep 2021
3-Dimensional Deep Learning with Spatial Erasing for Unsupervised Anomaly Segmentation in Brain MRI M. Bengs F. Behrendt Julia Kruger R. Opfer Alexander Schlaefer 22 2 0 14 Sep 2021
Looking at the whole picture: constrained unsupervised anomaly segmentation Julio Silva-Rodríguez Valery Naranjo Jose Dolz 24 5 0 01 Sep 2021
Recent advances and clinical applications of deep learning in medical image analysis Xuxin Chen Ximing Wang Kecheng Zhang K. Fung T. Thai K. Moore Robert S. Mannel Hong Liu B. Zheng Y. Qiu OOD 18 572 0 27 May 2021
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 94 159 0 24 Jul 2020
Scale-Space Autoencoders for Unsupervised Anomaly Segmentation in Brain MRI Christoph Baur Benedikt Wiestler Shadi Albarqouni Nassir Navab 19 37 0 23 Jun 2020
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