Semi-supervised Contrastive Learning for Label-efficient Medical Image Segmentation

15 September 2021

Xiaowei Xu

Papers citing "Semi-supervised Contrastive Learning for Label-efficient Medical Image Segmentation"

44 / 44 papers shown

Title
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 40 0 0 15 Apr 2025
Learnable Prompting SAM-induced Knowledge Distillation for Semi-supervised Medical Image Segmentation Kaiwen Huang Tao Zhou Huazhu Fu Yizhe Zhang Yi Zhou Chen Gong Dong Liang VLM 64 2 0 18 Dec 2024
Learning Semi-Supervised Medical Image Segmentation from Spatial Registration Qianying Liu Paul Henderson Xiao Gu Hang Dai F. Deligianni 44 0 0 16 Sep 2024
Rethinking Medical Anomaly Detection in Brain MRI: An Image Quality Assessment Perspective Zixuan Pan Jun Xia Zheyu Yan Guoyue Xu Yawen Wu Zhenge Jia Jianxu Chen Yiyu Shi 35 0 0 15 Aug 2024
Enhancing 3D Transformer Segmentation Model for Medical Image with Token-level Representation Learning Xinrong Hu Dewen Zeng Yawen Wu Xueyang Li Yiyu Shi ViT MedIm 39 0 0 12 Aug 2024
Dense Self-Supervised Learning for Medical Image Segmentation Maxime Seince Loic Le Folgoc Luiz Augusto Facury de Souza Elsa Angelini SSL 24 0 0 29 Jul 2024
DmADs-Net: Dense multiscale attention and depth-supervised network for medical image segmentation Zhaojin Fu Zheng Chen Jinjiang Li Lu Ren MedIm 19 1 0 01 May 2024
Enhancing AI Diagnostics: Autonomous Lesion Masking via Semi-Supervised Deep Learning Ting-Ruen Wei Michele Hell Dang Bich Thuy Le Aren T Vierra Ran Pang Mahesh Patel Young Kang Yuling Yan 38 0 0 18 Apr 2024
Semi-Mamba-UNet: Pixel-Level Contrastive and Pixel-Level Cross-Supervised Visual Mamba-based UNet for Semi-Supervised Medical Image Segmentation Chao Ma Ziyang Wang Mamba 43 22 0 11 Feb 2024
Dual-scale Enhanced and Cross-generative Consistency Learning for Semi-supervised Polyp Segmentation Yunqi Gu Tao Zhou Yizhe Zhang Yi Zhou Kelei He Chen Gong Huazhu Fu 35 4 0 26 Dec 2023
UniMOS: A Universal Framework For Multi-Organ Segmentation Over Label-Constrained Datasets Can Li Sheng Shao Junyi Qu Shuchao Pang M. Orgun 41 0 0 17 Nov 2023
GCL: Gradient-Guided Contrastive Learning for Medical Image Segmentation with Multi-Perspective Meta Labels YiXuan Wu Jintai Chen Jiahuan Yan Yiheng Zhu D. Z. Chen Jian Wu VLM 26 6 0 16 Sep 2023
Exploring Semantic Consistency in Unpaired Image Translation to Generate Data for Surgical Applications Danush Kumar Venkatesh Dominik Rivoir Micha Pfeiffer F. Kolbinger Marius Distler Jürgen Weitz Stefanie Speidel MedIm 23 9 0 06 Sep 2023
Multi-Scale Cross Contrastive Learning for Semi-Supervised Medical Image Segmentation Qianying Liu Xiao Gu Paul Henderson F. Deligianni 25 6 0 25 Jun 2023
How to Efficiently Adapt Large Segmentation Model(SAM) to Medical Images Xinrong Hu Xiaowei Xu Yi Shi VLM MedIm 17 61 0 23 Jun 2023
Additional Positive Enables Better Representation Learning for Medical Images Dewen Zeng Yawen Wu Xinrong Hu Xiaowei Xu Jingtong Hu Yiyu Shi SSL 11 1 0 31 May 2023
Meta-hallucinator: Towards Few-Shot Cross-Modality Cardiac Image Segmentation Ziyuan Zhao Fangcheng Zhou Zeng Zeng Cuntai Guan S. Kevin Zhou 31 9 0 11 May 2023
Weakly-Supervised 3D Medical Image Segmentation using Geometric Prior and Contrastive Similarity H. Du Qihua Dong Yan Xu J. Liao 21 12 0 04 Feb 2023
MSCDA: Multi-level Semantic-guided Contrast Improves Unsupervised Domain Adaptation for Breast MRI Segmentation in Small Datasets Sheng Kuang Henry C. Woodruff R. Granzier T. Nijnatten M. Lobbes M. Smidt Philippe Lambin S. Mehrkanoon 25 16 0 04 Jan 2023
Annotation by Clicks: A Point-Supervised Contrastive Variance Method for Medical Semantic Segmentation Qing En Yuhong Guo 15 4 0 17 Dec 2022
Information-guided pixel augmentation for pixel-wise contrastive learning Quan Quan Qingsong Yao Jun Li S.Kevin Zhou SSL 25 5 0 14 Nov 2022
IDEAL: Improved DEnse locAL Contrastive Learning for Semi-Supervised Medical Image Segmentation Hritam Basak Soumitri Chattopadhyay Rohit Kundu Sayan Nag R. Mallipeddi SSL 14 8 0 26 Oct 2022
Cyclical Self-Supervision for Semi-Supervised Ejection Fraction Prediction from Echocardiogram Videos Weihang Dai X. Li Xinpeng Ding Kwang-Ting Cheng 46 22 0 20 Oct 2022
Adaptive Contrastive Learning with Dynamic Correlation for Multi-Phase Organ Segmentation Ho Hin Lee Yucheng Tang Han Liu Yubo Fan L. Cai Qi Yang Xin Yu Shunxing Bao Yuankai Huo Bennett A. Landman 27 1 0 16 Oct 2022
Mine yOur owN Anatomy: Revisiting Medical Image Segmentation with Extremely Limited Labels Chenyu You Weicheng Dai Fenglin Liu Yifei Min Haoran Su Xiaoran Zhang Xiaoxiao Li David A. Clifton Lawrence H. Staib James S. Duncan 43 49 0 27 Sep 2022
Addressing Class Imbalance in Semi-supervised Image Segmentation: A Study on Cardiac MRI Hritam Basak Sagnik Ghosal R. Sarkar 16 28 0 31 Aug 2022
Semantic decomposition Network with Contrastive and Structural Constraints for Dental Plaque Segmentation Jian Shi Baoli Sun Xinchen Ye Zhihui Wang Xiaolong Luo Jin Liu Heli Gao Haojie Li 22 8 0 12 Aug 2022
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 26 151 0 28 Jul 2022
Generalizable multi-task, multi-domain deep segmentation of sparse pediatric imaging datasets via multi-scale contrastive regularization and multi-joint anatomical priors Arnaud Boutillon Pierre-Henri Conze C. Pons Valérie Burdin Bhushan S Borotikar 34 18 0 27 Jul 2022
ACT-Net: Asymmetric Co-Teacher Network for Semi-supervised Memory-efficient Medical Image Segmentation Ziyuan Zhao An Zhu Zeng Zeng B. Veeravalli Cuntai Guan 21 9 0 05 Jul 2022
MMGL: Multi-Scale Multi-View Global-Local Contrastive learning for Semi-supervised Cardiac Image Segmentation Ziyuan Zhao Jinxuan Hu Zeng Zeng Xulei Yang Peisheng Qian B. Veeravalli Cuntai Guan 22 18 0 05 Jul 2022
Dissecting Self-Supervised Learning Methods for Surgical Computer Vision Sanat Ramesh V. Srivastav Deepak Alapatt Tong Yu Aditya Murali ... Saurav Sharma A. Fleurentin Georgios Exarchakis Alexandros Karargyris N. Padoy 21 42 0 01 Jul 2022
MaNi: Maximizing Mutual Information for Nuclei Cross-Domain Unsupervised Segmentation Yash Sharma Sana Syed Donald E. Brown 18 11 0 29 Jun 2022
CDNet: Contrastive Disentangled Network for Fine-Grained Image Categorization of Ocular B-Scan Ultrasound Ruilong Dan Yunxiang Li Yijie Wang Gangyong Jia Ruiquan Ge Juan Ye Qun Jin Yaqi Wang 23 8 0 17 Jun 2022
ConFUDA: Contrastive Fewshot Unsupervised Domain Adaptation for Medical Image Segmentation Mingxuan Gu Sulaiman Vesal Mareike Thies Zhaoya Pan Fabian Wagner M. Rusu Andreas K. Maier Ronak Kosti 11 2 0 08 Jun 2022
Bootstrapping Semi-supervised Medical Image Segmentation with Anatomical-aware Contrastive Distillation Chenyu You Weichen Dai Yifei Min Lawrence H. Staib James S. Duncan 21 63 0 06 Jun 2022
MIPR:Automatic Annotation of Medical Images with Pixel Rearrangement Pingping Dai Haiming Zhu Shuang Ge Ruihan Zhang Xiang Qian Xi Li Kehong Yuan 11 2 0 22 Apr 2022
Contrastive Graph Learning for Population-based fMRI Classification Xuesong Wang Lina Yao I. Rekik Yu Zhang 25 9 0 26 Mar 2022
Soft-CP: A Credible and Effective Data Augmentation for Semantic Segmentation of Medical Lesions Pingping Dai Licong Dong Ruihan Zhang Haiming Zhu Jie Wu Kehong Yuan MedIm 21 4 0 20 Mar 2022
Boundary-aware Information Maximization for Self-supervised Medical Image Segmentation Jizong Peng Ping Wang M. Pedersoli Christian Desrosiers SSL 19 4 0 04 Feb 2022
Local contrastive loss with pseudo-label based self-training for semi-supervised medical image segmentation K. Chaitanya Ertunc Erdil Neerav Karani E. Konukoglu SSL 15 120 0 17 Dec 2021
Uncertainty-Guided Mutual Consistency Learning for Semi-Supervised Medical Image Segmentation Yichi Zhang Rushi Jiao Qingcheng Liao Dongyang Li Jicong Zhang 25 56 0 05 Dec 2021
Semantic-Aware Contrastive Learning for Multi-object Medical Image Segmentation Ho Hin Lee Yucheng Tang Qi Yang Xin Yu Shunxing Bao L. Cai Lucas W. Remedios Bennett A. Landman Yuankai Huo 23 8 0 03 Jun 2021
Momentum Contrastive Voxel-wise Representation Learning for Semi-supervised Volumetric Medical Image Segmentation Chenyu You Ruihan Zhao Lawrence H. Staib James S. Duncan SSL 35 106 0 14 May 2021