Semi-supervised Medical Image Classification with Relation-driven Self-ensembling Model

15 May 2020

Luyang Luo

Pheng Ann Heng

Papers citing "Semi-supervised Medical Image Classification with Relation-driven Self-ensembling Model"

50 / 60 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
Judge Like a Real Doctor: Dual Teacher Sample Consistency Framework for Semi-supervised Medical Image Classification Zhang Qixiang Yang Yuxiang Zu Chen Zhang Jianjia Wu Xi Zhou Jiliu Wang Yan 37 0 0 05 Nov 2024
DACB-Net: Dual Attention Guided Compact Bilinear Convolution Neural Network for Skin Disease Classification Belal Ahmad Mohd Usama Tanvir Ahmad Adnan Saeed Shabnam Khatoon Min Chen 37 1 0 03 Jul 2024
Optimizing Universal Lesion Segmentation: State Space Model-Guided Hierarchical Networks with Feature Importance Adjustment Kazi Shahriar Sanjid Md. Tanzim Hossain Md. Shakib Shahariar Junayed M. M. Uddin Mamba 43 2 0 26 Apr 2024
Integration of Self-Supervised BYOL in Semi-Supervised Medical Image Recognition Hao Feng Yuanzhe Jia Ruijia Xu Mukesh Prasad Ali Anaissi Ali Braytee 35 3 0 16 Apr 2024
$A multi-stage semi-supervised learning for ankle fracture classification on CT images$ A multi-stage semi-supervised learning for ankle fracture classification on CT images Hongzhi Liu Guicheng Li Jiacheng Nie Hui Tang Chun-Hsien Yang Qianjin Feng Hailin Xu Yang Chen MedIm 32 0 0 29 Mar 2024
Skeleton-Guided Instance Separation for Fine-Grained Segmentation in Microscopy Jun Wang Chengfeng Zhou Zhaoyan Ming Lina Wei Xudong Jiang Dahong Qian ISeg 31 0 0 18 Jan 2024
Prompt-based Pseudo-labeling Strategy for Sample-Efficient Semi-Supervised Extractive Summarization Gaurav Sahu Olga Vechtomova I. Laradji 36 1 0 16 Nov 2023
Self-Supervised Multi-Modality Learning for Multi-Label Skin Lesion Classification Hao Wang E. Ahn Lei Bi Jinman Kim 28 1 0 28 Oct 2023
UCM-Net: A Lightweight and Efficient Solution for Skin Lesion Segmentation using MLP and CNN Chunyu Yuan Dongfang Zhao S. Agaian 30 9 0 14 Oct 2023
Discrepancy Matters: Learning from Inconsistent Decoder Features for Consistent Semi-supervised Medical Image Segmentation Qingjie Zeng Yutong Xie Ziling Lu Mengkang Lu Yong-quan Xia 28 4 0 26 Sep 2023
I-AI: A Controllable & Interpretable AI System for Decoding Radiologists' Intense Focus for Accurate CXR Diagnoses Trong-Thang Pham Jacob Brecheisen Anh Nguyen Hien Nguyen Ngan Le 19 12 0 24 Sep 2023
Class-Specific Distribution Alignment for Semi-Supervised Medical Image Classification Zhongzheng Huang Jiawei Wu Tao Wang Zuoyong Li Anastasia Ioannou OOD 42 5 0 29 Jul 2023
SPLAL: Similarity-based pseudo-labeling with alignment loss for semi-supervised medical image classification Md Junaid Mahmood Pranaw Raj Divyansh Agarwal S. Kumari Pravendra Singh 28 7 0 10 Jul 2023
Physics-Informed Computer Vision: A Review and Perspectives C. Banerjee Kien Nguyen Clinton Fookes G. Karniadakis PINN AI4CE 34 29 0 29 May 2023
Semi-Supervised Relational Contrastive Learning Attiano Purpura-Pontoniere D. Terzopoulos Adam S. Wang A. Imran SSL 15 1 0 11 Apr 2023
Spatio-Temporal Structure Consistency for Semi-supervised Medical Image Classification Wen-Ling Lei Lei Liu Li Liu 18 1 0 03 Mar 2023
NP-Match: Towards a New Probabilistic Model for Semi-Supervised Learning Jianfeng Wang Xiaolin Hu Thomas Lukasiewicz AAML BDL 28 0 0 31 Jan 2023
A Multi-Scale Framework for Out-of-Distribution Detection in Dermoscopic Images Zhongzheng Huang Tao Wang Yuanzheng Cai Lingyu Liang 27 0 0 18 Jan 2023
VertMatch: A Semi-supervised Framework for Vertebral Structure Detection in 3D Ultrasound Volume Hongye Zeng Kang Zhou Songhan Ge Yuchong Gao Jianhao Zhao Shenghua Gao Ru Zheng MedIm 33 2 0 28 Dec 2022
Introduction to Machine Learning for Physicians: A Survival Guide for Data Deluge Ricards Marcinkevics Ece Ozkan Julia E. Vogt OOD LM&MA FedML 26 2 0 23 Dec 2022
Robust Alzheimer's Progression Modeling using Cross-Domain Self-Supervised Deep Learning Saba Dadsetan Mohsen Hejrati Shandong Wu Somaye Hashemifar OOD 13 0 0 15 Nov 2022
RadFormer: Transformers with Global-Local Attention for Interpretable and Accurate Gallbladder Cancer Detection Soumen Basu Mayank Gupta Pratyaksha Rana Pankaj Gupta Chetan Arora ViT MedIm 18 32 0 09 Nov 2022
Probabilistic Integration of Object Level Annotations in Chest X-ray Classification Tom van Sonsbeek Xiantong Zhen Dwarikanath Mahapatra M. Worring 28 12 0 13 Oct 2022
Representation Learning with Information Theory for COVID-19 Detection Abel Díaz Berenguer Tanmoy Mukherjee M. Bossa Nikos Deligiannis Hichem Sahli OOD 30 3 0 04 Jul 2022
LViT: Language meets Vision Transformer in Medical Image Segmentation Zihan Li Yunxiang Li Qingde Li Puyang Wang Dazhou Guo Le Lu D. Jin You Zhang Qingqi Hong VLM MedIm 59 134 0 29 Jun 2022
Fair Machine Learning in Healthcare: A Review Qizhang Feng Mengnan Du Na Zou Xia Hu FaML 32 0 0 29 Jun 2022
Toward Unpaired Multi-modal Medical Image Segmentation via Learning Structured Semantic Consistency Jie-jin Yang Ruimao Zhang Chao Wang Zhuguo Li Lingyan Zhang 20 10 0 21 Jun 2022
Self-Supervised Learning as a Means To Reduce the Need for Labeled Data in Medical Image Analysis Marin Benvcević Marija Habijan Irena Galić A. Pižurica SSL 25 6 0 01 Jun 2022
AI can evolve without labels: self-evolving vision transformer for chest X-ray diagnosis through knowledge distillation S. Park Gwanghyun Kim Y. Oh J. Seo Sang Min Lee Jin Hwan Kim Sungjun Moon Jae-Kwang Lim Changhyun Park Jong Chul Ye ViT MedIm 25 49 0 13 Feb 2022
External Attention Assisted Multi-Phase Splenic Vascular Injury Segmentation with Limited Data Yuyin Zhou D. Dreizin Yan Wang Fengze Liu Wei Shen Alan Yuille 20 16 0 04 Jan 2022
FIBA: Frequency-Injection based Backdoor Attack in Medical Image Analysis Yu Feng Benteng Ma Jing Zhang Shanshan Zhao Yong-quan Xia Dacheng Tao AAML 39 84 0 02 Dec 2021
ACPL: Anti-curriculum Pseudo-labelling for Semi-supervised Medical Image Classification Fengbei Liu Yu Tian Yuanhong Chen Yuyuan Liu Vasileios Belagiannis G. Carneiro 41 76 0 25 Nov 2021
Multi-Layer Pseudo-Supervision for Histopathology Tissue Semantic Segmentation using Patch-level Classification Labels Chu Han Jiatai Lin Jinhai Mai Yi Wang Qingling Zhang ... Zeyan Xu Xiaomei Huang Guoqiang Han Chang-xiu Liang Zaiyi Liu 32 89 0 14 Oct 2021
3N-GAN: Semi-Supervised Classification of X-Ray Images with a 3-Player Adversarial Framework Shafinul Haque Ayaan Haque GAN MedIm 16 1 0 22 Sep 2021
Semi-supervised classification of radiology images with NoTeacher: A Teacher that is not Mean Balagopal Unnikrishnan C. Nguyen Shafa Balaram Chao Li Chuan-Sheng Foo Pavitra Krishnaswamy 4 8 0 10 Aug 2021
Enhancing MR Image Segmentation with Realistic Adversarial Data Augmentation C. L. P. Chen C. Qin Cheng Ouyang Zeju Li Shuo Wang Huaqi Qiu Liang Chen G. Tarroni Wenjia Bai Daniel Rueckert GAN MedIm 62 40 0 07 Aug 2021
Medical Instrument Segmentation in 3D US by Hybrid Constrained Semi-Supervised Learning Hongxu Yang Caifeng Shan Arthur Bouwman L. Dekker Alexander F. Kolen Peter H. N. de With 16 10 0 30 Jul 2021
Categorical Relation-Preserving Contrastive Knowledge Distillation for Medical Image Classification Xiaohan Xing Yuenan Hou Han Li Yixuan Yuan Hongsheng Li Max Q.-H. Meng VLM 33 35 0 07 Jul 2021
Federated Semi-supervised Medical Image Classification via Inter-client Relation Matching Quande Liu Hongzhen Yang Qi Dou Pheng-Ann Heng FedML 35 76 0 16 Jun 2021
SSMD: Semi-Supervised Medical Image Detection with Adaptive Consistency and Heterogeneous Perturbation Hong-Yu Zhou Chengdi Wang Haofeng Li Gang Wang Shu Zhen Zhang Wei-min Li Yizhou Yu 19 48 0 03 Jun 2021
Learning Inductive Attention Guidance for Partially Supervised Pancreatic Ductal Adenocarcinoma Prediction Yan Wang Peng Tang Yuyin Zhou Wei Shen Elliot K. Fishman Alan Yuille MedIm 27 24 0 31 May 2021
Recent advances and clinical applications of deep learning in medical image analysis Xuxin Chen Ximing Wang Kecheng Zhang K. Fung T. Thai K. Moore Robert S. Mannel Hong Liu B. Zheng Y. Qiu OOD 18 572 0 27 May 2021
Dual-Consistency Semi-Supervised Learning with Uncertainty Quantification for COVID-19 Lesion Segmentation from CT Images Yanwen Li Luyang Luo Huangjing Lin Hao Chen Pheng-Ann Heng 8 52 0 07 Apr 2021
Self-supervised Mean Teacher for Semi-supervised Chest X-ray Classification Fengbei Liu Yu Tian F. Cordeiro Vasileios Belagiannis Ian Reid G. Carneiro 21 42 0 05 Mar 2021
Medical Image Segmentation with Limited Supervision: A Review of Deep Network Models Jialin Peng Ye Wang VLM 14 58 0 28 Feb 2021
Semi-supervised Learning for COVID-19 Image Classification via ResNet Lucy Nwuso Xiangfang Li Lijun Qian Seungchan Kim Xishuang Dong 19 5 0 27 Feb 2021
Graph-based Semi-supervised Learning: A Comprehensive Review Zixing Song Xiangli Yang Zenglin Xu Irwin King 84 191 0 26 Feb 2021
Self-supervised driven consistency training for annotation efficient histopathology image analysis C. Srinidhi Seung Wook Kim Fu-Der Chen Anne L. Martel SSL 21 109 0 07 Feb 2021
Big Self-Supervised Models Advance Medical Image Classification Shekoofeh Azizi Basil Mustafa Fiona Ryan Zach Beaver Jan Freyberg ... Alan Karthikesalingam Simon Kornblith Ting-Li Chen Vivek Natarajan Mohammad Norouzi SSL 25 505 0 13 Jan 2021