On Modelling Label Uncertainty in Deep Neural Networks: Automatic
Estimation of Intra-observer Variability in 2D Echocardiography Quality
Assessment

On Modelling Label Uncertainty in Deep Neural Networks: Automatic Estimation of Intra-observer Variability in 2D Echocardiography Quality Assessment

2 November 2019

J. Hetherington

Purang Abolmaesumi

Papers citing "On Modelling Label Uncertainty in Deep Neural Networks: Automatic Estimation of Intra-observer Variability in 2D Echocardiography Quality Assessment"

8 / 8 papers shown

Title
A review of uncertainty quantification in medical image analysis: probabilistic and non-probabilistic methods Ling Huang S. Ruan Yucheng Xing Mengling Feng 62 22 0 09 Oct 2023
ProtoASNet: Dynamic Prototypes for Inherently Interpretable and Uncertainty-Aware Aortic Stenosis Classification in Echocardiography H. Vaseli A. Gu Ahmadi Amiri Michael Y. Tsang A. Fung Nima Kondori Armin Saadat Purang Abolmaesumi T. Tsang 53 12 0 26 Jul 2023
Echocardiographic Image Quality Assessment Using Deep Neural Networks Robert B. Labs M. Zolgharni John P. Loo 18 6 0 02 Sep 2022
Image quality assessment for machine learning tasks using meta-reinforcement learning Shaheer U. Saeed Yunguan Fu V. Stavrinides Zachary Michael Cieman Baum Qianye Yang ... Richard E. Fan G. Sonn J. A. Noble D. Barratt Yipeng Hu 31 36 0 27 Mar 2022
Image quality assessment by overlapping task-specific and task-agnostic measures: application to prostate multiparametric MR images for cancer segmentation Shaheer U. Saeed Wen Yan Yunguan Fu F. Giganti Qianye Yang ... Richard E. Fan G. Sonn M. Emberton D. Barratt Yipeng Hu 47 9 0 20 Feb 2022
Confidence Calibration and Predictive Uncertainty Estimation for Deep Medical Image Segmentation Alireza Mehrtash W. Wells C. Tempany Purang Abolmaesumi Tina Kapur OOD FedML UQCV 26 266 0 29 Nov 2019
Bayesian Convolutional Neural Networks with Bernoulli Approximate Variational Inference Y. Gal Zoubin Ghahramani UQCV BDL 213 745 0 06 Jun 2015
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 299 9,202 0 06 Jun 2015