Uncertainty guided semi-supervised segmentation of retinal layers in OCT images

International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2019

2 March 2021

Papers citing "Uncertainty guided semi-supervised segmentation of retinal layers in OCT images"

35 / 35 papers shown

Title
SD-RetinaNet: Topologically Constrained Semi-Supervised Retinal Lesion and Layer Segmentation in OCTIEEE Transactions on Medical Imaging (IEEE TMI), 2025 Botond Fazekas Guilherme Aresta Philipp Seeböck Julia Mai U. Schmidt-Erfurth Hrvoje Bogunović MedIm 60 0 0 25 Sep 2025
Dual Cross-image Semantic Consistency with Self-aware Pseudo Labeling for Semi-supervised Medical Image SegmentationIEEE Transactions on Medical Imaging (IEEE TMI), 2025 Han Wu Chong Wang Zhiming Cui 88 2 0 29 Jul 2025
Deep Learning Approaches for Medical Imaging Under Varying Degrees of Label Availability: A Comprehensive Survey Siteng Ma Honghui Du Yu An Jing Wang Qinqin Wang Haochang Wu Aonghus Lawlor Ruihai Dong 203 0 0 15 Apr 2025
Synergy-Guided Regional Supervision of Pseudo Labels for Semi-Supervised Medical Image SegmentationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2024 Tao Wang Xinlin Zhang Yuanbin Chen Yuanbo Zhou Yuanbin Chen Longxuan Zhao Tong Tong 230 1 0 07 Nov 2024
Adaptive Bidirectional Displacement for Semi-Supervised Medical Image Segmentation Hanyang Chi Jian Pang Bingfeng Zhang Weifeng Liu 267 31 0 01 May 2024
Simultaneous Alignment and Surface Regression Using Hybrid 2D-3D Networks for 3D Coherent Layer Segmentation of Retinal OCT Images with Full and Sparse Annotations Hong Liu Dong Wei Donghuan Lu Xiaoying Tang Liansheng Wang Yefeng Zheng 109 14 0 04 Dec 2023
Anatomically-aware Uncertainty for Semi-supervised Image Segmentation V. SukeshAdiga Jose Dolz H. Lombaert UQCV 128 34 0 24 Oct 2023
A review of uncertainty quantification in medical image analysis: probabilistic and non-probabilistic methods Ling Huang S. Ruan Yucheng Xing Mengling Feng 199 42 0 09 Oct 2023
NP-SemiSeg: When Neural Processes meet Semi-Supervised Semantic SegmentationInternational Conference on Machine Learning (ICML), 2023 Jianfeng Wang Daniela Massiceti Xiaolin Hu Vladimir Pavlovic Thomas Lukasiewicz UQCV 159 9 0 05 Aug 2023
Self-aware and Cross-sample Prototypical Learning for Semi-supervised Medical Image SegmentationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023 Zhenxi Zhang Ran Ran Chunna Tian Heng Zhou Xin Li Fan Yang Zhicheng Jiao 138 41 0 25 May 2023
Compete to Win: Enhancing Pseudo Labels for Barely-supervised Medical Image SegmentationIEEE Transactions on Medical Imaging (TMI), 2023 Huimin Wu Xuelong Li Yiqun Lin Kwang-Ting Cheng 170 32 0 15 Apr 2023
Probabilistic Domain Adaptation for Biomedical Image Segmentation Anwai Archit Constantin Pape OOD 227 2 0 21 Mar 2023
Clinically Acceptable Segmentation of Organs at Risk in Cervical Cancer Radiation Treatment from Clinically Available AnnotationsInternational Conference on Medical Imaging with Deep Learning (MIDL), 2023 Monika Grewal Dustin van Weersel H. Westerveld Peter A. N. Bosman Tanja Alderliesten 48 2 0 21 Feb 2023
NP-Match: Towards a New Probabilistic Model for Semi-Supervised Learning Jianfeng Wang Xiaolin Hu Thomas Lukasiewicz AAML BDL 143 0 0 31 Jan 2023
Curvilinear object segmentation in medical images based on ODoS filter and deep learning network Yuanyuan Peng Lin Pan Pengpeng Luan Hongbin Tu Xiong Li MedIm 166 16 0 18 Jan 2023
Trustworthy clinical AI solutions: a unified review of uncertainty quantification in deep learning models for medical image analysis Benjamin Lambert Florence Forbes A. Tucholka Senan Doyle Harmonie Dehaene M. Dojat 194 123 0 05 Oct 2022
NP-Match: When Neural Processes meet Semi-Supervised LearningInternational Conference on Machine Learning (ICML), 2022 Jianfeng Wang Thomas Lukasiewicz Daniela Massiceti Xiaolin Hu Vladimir Pavlovic A. Neophytou BDL 203 42 0 03 Jul 2022
SD-LayerNet: Semi-supervised retinal layer segmentation in OCT using disentangled representation with anatomical priorsInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022 Botond Fazekas Guilherme Aresta Dmitrii Lachinov Sophie Riedl Julia Mai U. Schmidt-Erfurth Hrvoje Bogunović 89 16 0 01 Jul 2022
Rethinking Bayesian Deep Learning Methods for Semi-Supervised Volumetric Medical Image SegmentationComputer Vision and Pattern Recognition (CVPR), 2022 Jianfeng Wang Thomas Lukasiewicz BDL 89 34 0 18 Jun 2022
Leveraging Labeling Representations in Uncertainty-based Semi-supervised SegmentationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022 V. SukeshAdiga Jose Dolz H. Lombaert UQCV 81 19 0 10 Mar 2022
Exploring Feature Representation Learning for Semi-supervised Medical Image SegmentationIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021 Huimin Wu Xuelong Li Kwang-Ting Cheng 184 29 0 22 Nov 2021
Uncertainty-Aware Semi-Supervised Few Shot Segmentation Soopil Kim Philip Chikontwe Sang Hyun Park 141 19 0 18 Oct 2021
Segmentation with mixed supervision: Confidence maximization helps knowledge distillation Bingyuan Liu Christian Desrosiers Ismail Ben Ayed Jose Dolz 163 22 0 21 Sep 2021
POPCORN: Progressive Pseudo-labeling with Consistency Regularization and Neighboring R. A. Kamraoui Vinh-Thong Ta Nicolas Papadakis Fanny Compaire J. V. Manjón Pierrick Coupé 55 6 0 13 Sep 2021
Medical Instrument Segmentation in 3D US by Hybrid Constrained Semi-Supervised LearningIEEE journal of biomedical and health informatics (JBHI), 2021 Hongxu Yang Caifeng Shan Arthur Bouwman L. Dekker Alexander F. Kolen Peter H. N. de With 71 10 0 30 Jul 2021
Medical Image Segmentation with Limited Supervision: A Review of Deep Network ModelsIEEE Access (IEEE Access), 2021 Jialin Peng Ye Wang VLM 184 71 0 28 Feb 2021
Analyzing Epistemic and Aleatoric Uncertainty for Drusen Segmentation in Optical Coherence Tomography Images Tinu Theckel Joy S. Sedai R. Garnavi 92 5 0 21 Jan 2021
Dual-Teacher++: Exploiting Intra-domain and Inter-domain Knowledge with Reliable Transfer for Cardiac SegmentationIEEE Transactions on Medical Imaging (TMI), 2020 Kang Li Shujun Wang Lequan Yu Pheng-Ann Heng 139 29 0 07 Jan 2021
Teach me to segment with mixed supervision: Confident students become mastersInformation Processing in Medical Imaging (IPMI), 2020 Jose Dolz Christian Desrosiers Ismail Ben Ayed 162 26 0 15 Dec 2020
Matching the Clinical Reality: Accurate OCT-Based Diagnosis From Few LabelsInternational Conference on Information and Knowledge Management (CIKM), 2020 Valentyn Melnychuk Evgeniy Faerman I. Manakov Thomas Seidl 67 0 0 23 Oct 2020
Double-Uncertainty Weighted Method for Semi-supervised LearningInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2020 Yixin Wang Yao Zhang Jiang Tian Cheng Zhong Peng Wang Yang Zhang Zhiqiang He UQCV 121 127 0 19 Oct 2020
Bayesian Neural Networks for Uncertainty Estimation of Imaging Biomarkers J. Senapati Abhijit Guha Roy Sebastian Polsterl Daniel Gutmann S. Gatidis C. Schlett A. Peters F. Bamberg Christian Wachinger UQCV 138 10 0 28 Aug 2020
DONet: Dual Objective Networks for Skin Lesion Segmentation Yaxiong Wang Yunchao Wei Xueming Qian Li Zhu Yi Yang MedIm 127 7 0 19 Aug 2020
Self-Loop Uncertainty: A Novel Pseudo-Label for Semi-Supervised Medical Image SegmentationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2020 Yuexiang Li Jiawei Chen Xinpeng Xie Kai Ma Yefeng Zheng UQCV 109 107 0 20 Jul 2020
Deep Q-Network-Driven Catheter Segmentation in 3D US by Hybrid Constrained Semi-Supervised Learning and Dual-UNet Hongxu Yang Caifeng Shan Alexander F. Kolen Peter H. N. de With 125 27 0 25 Jun 2020