Bayesian Uncertainty Estimation by Hamiltonian Monte Carlo: Applications to Cardiac MRI Segmentation

4 March 2024

Papers citing "Bayesian Uncertainty Estimation by Hamiltonian Monte Carlo: Applications to Cardiac MRI Segmentation"

8 / 8 papers shown

Title
Lost in Tracking: Uncertainty-guided Cardiac Cine MRI Segmentation at Right Ventricle Base Yidong Zhao Yi Zhang Orlando Simonetti Yuchi Han Qian Tao 42 1 0 04 Oct 2024
BayeSeg: Bayesian Modeling for Medical Image Segmentation with Interpretable Generalizability Shangqi Gao Hang Zhou Yibo Gao Xiahai Zhuang OOD 35 3 0 03 Mar 2023
Scalable Uncertainty for Computer Vision with Functional Variational Inference Eduardo D C Carvalho R. Clark Andrea Nicastro Paul H. J. Kelly BDL UQCV 101 22 0 06 Mar 2020
Deep learning for cardiac image segmentation: A review C. L. P. Chen C. Qin Huaqi Qiu G. Tarroni Jinming Duan Wenjia Bai Daniel Rueckert SSeg 3DV 53 673 0 09 Nov 2019
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 268 5,660 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 252 9,134 0 06 Jun 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 237 75,770 0 18 May 2015
MCMC using Hamiltonian dynamics Radford M. Neal 164 3,260 0 09 Jun 2012