Distance-based detection of out-of-distribution silent failures for
Covid-19 lung lesion segmentation

Distance-based detection of out-of-distribution silent failures for Covid-19 lung lesion segmentation

5 August 2022

Isabel Kaltenborn

Papers citing "Distance-based detection of out-of-distribution silent failures for Covid-19 lung lesion segmentation"

9 / 9 papers shown

Title
GAN-based synthetic FDG PET images from T1 brain MRI can serve to improve performance of deep unsupervised anomaly detection models Daria Zotova Nicolas Pinon Robin Trombetta R. Bouet Julien Jung Carole Lartizien MedIm 33 0 0 12 May 2025
M3D-NCA: Robust 3D Segmentation with Built-in Quality Control John Kalkhof Anirban Mukhopadhyay 13 10 0 06 Sep 2023
Multi-layer Aggregation as a key to feature-based OOD detection Benjamin Lambert Florence Forbes Senan Doyle M. Dojat 27 5 0 28 Jul 2023
Unsupervised out-of-distribution detection for safer robotically guided retinal microsurgery Alain Jungo Lars Doorenbos Tommaso Da Col Maarten J. Beelen M. Zinkernagel Pablo Márquez-Neila Raphael Sznitman OODD 23 3 0 11 Apr 2023
Agent with Tangent-based Formulation and Anatomical Perception for Standard Plane Localization in 3D Ultrasound Yuxin Zou Haoran Dou Yuhao Huang Xin Yang Jikuan Qian ... Nishant Ravikumar Guoqiang Chen Weijun Huang Alejandro F. Frangi Dong Ni MedIm 28 7 0 01 Jul 2022
Anatomy of Domain Shift Impact on U-Net Layers in MRI Segmentation Ivan Zakazov B. Shirokikh A. Chernyavskiy Mikhail Belyaev OOD 22 15 0 10 Jul 2021
TorchIO: A Python library for efficient loading, preprocessing, augmentation and patch-based sampling of medical images in deep learning Fernando Pérez-García Rachel Sparks Sébastien Ourselin MedIm LM&MA 135 426 0 09 Mar 2020
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 270 5,660 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 282 9,136 0 06 Jun 2015