Uncertainty-Guided Mutual Consistency Learning for Semi-Supervised
Medical Image Segmentation

Uncertainty-Guided Mutual Consistency Learning for Semi-Supervised Medical Image Segmentation

5 December 2021

Papers citing "Uncertainty-Guided Mutual Consistency Learning for Semi-Supervised Medical Image Segmentation"

13 / 13 papers shown

Title
A Dual-Task Synergy-Driven Generalization Framework for Pancreatic Cancer Segmentation in CT Scans Jun Li Yuyao Zhang Haibo Shi Minhong Li Qiwei Li Xiaohua Qian MedIm 34 0 0 03 May 2025
Segmenting Medical Images with Limited Data Zhaoshan Liua Qiujie Lv Chau Hung Lee L. Shen 59 11 0 12 Jul 2024
Enhancing the Reliability of Segment Anything Model for Auto-Prompting Medical Image Segmentation with Uncertainty Rectification Yichi Zhang Shiyao Hu Sijie Ren Chen Jiang Yuan Cheng Yuan Qi MedIm 20 3 0 17 Nov 2023
A review of uncertainty quantification in medical image analysis: probabilistic and non-probabilistic methods Ling Huang S. Ruan Yucheng Xing Mengling Feng 41 20 0 09 Oct 2023
Point-supervised Single-cell Segmentation via Collaborative Knowledge Sharing Ji Yu 19 5 0 20 Apr 2023
Learning with Limited Annotations: A Survey on Deep Semi-Supervised Learning for Medical Image Segmentation Rushi Jiao Yichi Zhang Leiting Ding Rong Cai Jicong Zhang 29 152 0 28 Jul 2022
On the pitfalls of entropy-based uncertainty for multi-class semi-supervised segmentation Martin Van Waerebeke Gregory A. Lodygensky Jose Dolz UQCV 15 2 0 07 Mar 2022
Semi-Supervised Segmentation of Radiation-Induced Pulmonary Fibrosis from Lung CT Scans with Multi-Scale Guided Dense Attention Guotai Wang Shuwei Zhai G. Lasio Baoshe Zhang B. Yi Shifeng Chen T. MacVittie Dimitris N. Metaxas Jinghao Zhou Shaoting Zhang MedIm 50 66 0 29 Sep 2021
Deep Learning methods for automatic evaluation of delayed enhancement-MRI. The results of the EMIDEC challenge A. Lalande Zhihao Chen T. Pommier Thomas Decourselle Abdul Qayyum ... Yichi Zhang Lihao Liu Xiahai Zhuang R. Couturier F. Mériaudeau 40 42 0 09 Aug 2021
Exploiting Shared Knowledge from Non-COVID Lesions for Annotation-Efficient COVID-19 CT Lung Infection Segmentation Yichi Zhang Qingcheng Liao Lin Yuan He Zhu Jiezhen Xing Jicong Zhang 52 23 0 31 Dec 2020
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 295 10,618 0 19 Feb 2017
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,661 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 285 9,138 0 06 Jun 2015