Few-shot brain segmentation from weakly labeled data with deep
heteroscedastic multi-task networks

Few-shot brain segmentation from weakly labeled data with deep heteroscedastic multi-task networks

4 April 2019

Richard McKinley

Michael Rebsamen

Roland Wiest

Papers citing "Few-shot brain segmentation from weakly labeled data with deep heteroscedastic multi-task networks"

10 / 10 papers shown

Title
Exploring Uncertainty Measures in Deep Networks for Multiple Sclerosis Lesion Detection and Segmentation T. Nair Doina Precup Douglas L. Arnold Tal Arbel UQCV 58 445 0 03 Aug 2018
Aleatoric uncertainty estimation with test-time augmentation for medical image segmentation with convolutional neural networks Guotai Wang Wenqi Li Michael Aertsen Jan Deprest Sebastien Ourselin Tom Vercauteren UQCV MedIm OOD 143 591 0 19 Jul 2018
NeuroNet: Fast and Robust Reproduction of Multiple Brain Image Segmentation Pipelines Martin Rajchl Nick Pawlowski Daniel Rueckert Paul M. Matthews Ben Glocker SSeg 46 35 0 11 Jun 2018
Uncertainty-driven Sanity Check: Application to Postoperative Brain Tumor Cavity Segmentation Alain Jungo Raphael Meier E. Ermiş Evelyn Herrmann M. Reyes UQCV 95 47 0 08 Jun 2018
On the Effect of Inter-observer Variability for a Reliable Estimation of Uncertainty of Medical Image Segmentation Alain Jungo Raphael Meier E. Ermiş Marcela Blatti-Moreno Evelyn Herrmann Roland Wiest M. Reyes UQCV 50 97 0 07 Jun 2018
Inherent Brain Segmentation Quality Control from Fully ConvNet Monte Carlo Sampling Abhijit Guha Roy Sailesh Conjeti Nassir Navab Christian Wachinger UQCV 41 87 0 19 Apr 2018
QuickNAT: A Fully Convolutional Network for Quick and Accurate Segmentation of Neuroanatomy Abhijit Guha Roy Sailesh Conjeti Nassir Navab Christian Wachinger 79 226 0 12 Jan 2018
What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision? Alex Kendall Y. Gal BDL OOD UD UQCV PER 336 4,700 0 15 Mar 2017
SGDR: Stochastic Gradient Descent with Warm Restarts I. Loshchilov Frank Hutter ODL 288 8,091 0 13 Aug 2016
Rethinking the Inception Architecture for Computer Vision Christian Szegedy Vincent Vanhoucke Sergey Ioffe Jonathon Shlens Z. Wojna 3DV BDL 753 27,303 0 02 Dec 2015

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