Self-supervised Feature Learning via Exploiting Multi-modal Data for Retinal Disease Diagnosis

21 July 2020

Xiaomeng Li

Papers citing "Self-supervised Feature Learning via Exploiting Multi-modal Data for Retinal Disease Diagnosis"

40 / 40 papers shown

Title
Discovering distinctive elements of biomedical datasets for high-performance exploration Md Tauhidul Islam Lei Xing 19 0 0 07 Oct 2024
Robust Box Prompt based SAM for Medical Image Segmentation Yuhao Huang Xin Yang Han Zhou Yan Cao Haoran Dou Fajin Dong Dong Ni VLM MedIm 33 5 0 31 Jul 2024
GTP-4o: Modality-prompted Heterogeneous Graph Learning for Omni-modal Biomedical Representation Chenxin Li Xinyu Liu Cheng Wang Yifan Liu Weihao Yu Jing Shao Yixuan Yuan 48 13 0 08 Jul 2024
Confidence-aware multi-modality learning for eye disease screening K. Zou Tian Lin Zongbo Han Meng Wang Xuedong Yuan Haoyu Chen Changqing Zhang Xiaojing Shen Huazhu Fu 69 3 0 28 May 2024
Diagnosis of Multiple Fundus Disorders Amidst a Scarcity of Medical Experts Via Self-supervised Machine Learning Yong Liu Mengtian Kang Shuo Gao Chi Zhang Ying Liu ... Edoardo Occhipinti Mayinuer Yusufu Ningli Wang Weiling Bai L. Occhipinti 46 0 0 20 Apr 2024
A Clinical-oriented Multi-level Contrastive Learning Method for Disease Diagnosis in Low-quality Medical Images Qingshan Hou Shuai Cheng Peng Cao Jinzhu Yang Xiaoli Liu Osmar R. Zaiane Yih-Chung Tham 41 1 0 07 Apr 2024
PoCo: A Self-Supervised Approach via Polar Transformation Based Progressive Contrastive Learning for Ophthalmic Disease Diagnosis Jinhong Wang Tingting Chen Jintai Chen YiXuan Wu Yuyang Xu Danny Chen Haochao Ying Jian Wu MedIm 22 0 0 28 Mar 2024
Thyroid ultrasound diagnosis improvement via multi-view self-supervised learning and two-stage pre-training Jian Wang Xin Yang X. Jia Wufeng Xue Rusi Chen ... Lian Liu Yan Cao Jianqiao Zhou Dong Ni Ning Gu 37 5 0 18 Feb 2024
Joint Self-Supervised and Supervised Contrastive Learning for Multimodal MRI Data: Towards Predicting Abnormal Neurodevelopment Zhiyuan Li Hailong Li Anca L. Ralescu Jonathan R. Dillman M. Altaye Kim M. Cecil N. Parikh Lili He 34 2 0 22 Dec 2023
DRStageNet: Deep Learning for Diabetic Retinopathy Staging from Fundus Images Yevgeniy Men Jonathan Fhima Leo Anthony Celi L. Z. Ribeiro Luis Filipe Nakayama Joachim A. Behar 43 4 0 22 Dec 2023
Self-Supervised Multi-Modality Learning for Multi-Label Skin Lesion Classification Hao Wang Euijoon Ahn Lei Bi Jinman Kim 30 1 0 28 Oct 2023
MedLSAM: Localize and Segment Anything Model for 3D CT Images Wenhui Lei Xu Wei Xiaofan Zhang Kang Li Shaoting Zhang MedIm 31 3 0 26 Jun 2023
On the Challenges and Perspectives of Foundation Models for Medical Image Analysis Shaoting Zhang Dimitris N. Metaxas LM&MA VLM MedIm AI4CE 44 128 0 09 Jun 2023
An Attentive-based Generative Model for Medical Image Synthesis Jiayu Wang Q. M. Jonathan Wu Farhad Pourpanah GAN MedIm 24 9 0 02 Jun 2023
Learning Self-Supervised Representations for Label Efficient Cross-Domain Knowledge Transfer on Diabetic Retinopathy Fundus Images Ekta Gupta Varun Gupta M. Chopra Prakash Chandra Chhipa Marcus Liwicki 24 1 0 20 Apr 2023
Evidence-aware multi-modal data fusion and its application to total knee replacement prediction Xinwen Liu Jing Wang S. Kevin Zhou Craig B. Engstrom Shekhar S. Chandra MedIm 33 3 0 24 Mar 2023
Reliable Multimodality Eye Disease Screening via Mixture of Student's t Distributions K. Zou Tian Lin Xuedong Yuan Haoyu Chen Xiaojing Shen Meng Wang Huazhu Fu 32 3 0 17 Mar 2023
A Novel Collaborative Self-Supervised Learning Method for Radiomic Data Zhiyuan Li Hailong Li Anca L. Ralescu Jonathan R. Dillman N. Parikh Lili He 35 7 0 20 Feb 2023
A Review of Predictive and Contrastive Self-supervised Learning for Medical Images Wei-Chien Wang Euijoon Ahn Da-wei Feng Jinman Kim MedIm 34 27 0 10 Feb 2023
Generating and Weighting Semantically Consistent Sample Pairs for Ultrasound Contrastive Learning Yixiong Chen Chunhui Zhang C. Ding Li Liu 34 14 0 08 Dec 2022
LE-UDA: Label-efficient unsupervised domain adaptation for medical image segmentation Ziyuan Zhao Fangcheng Zhou Kaixin Xu Zeng Zeng Cuntai Guan S Kevin Zhou OOD 37 43 0 05 Dec 2022
Weakly-supervised detection of AMD-related lesions in color fundus images using explainable deep learning José Morano Álvaro S. Hervella J. Rouco Jorge Novo José I. Fernández-Vigo M. Ortega MedIm 34 13 0 01 Dec 2022
Unsupervised Feature Clustering Improves Contrastive Representation Learning for Medical Image Segmentation Yejia Zhang Xinrong Hu Nishchal Sapkota Yiyu Shi Da Chen SSL 30 3 0 15 Nov 2022
SSiT: Saliency-guided Self-supervised Image Transformer for Diabetic Retinopathy Grading Yijin Huang Junyan Lyu Pujin Cheng Roger Tam Xiaoying Tang ViT MedIm 24 20 0 20 Oct 2022
Artifact-Tolerant Clustering-Guided Contrastive Embedding Learning for Ophthalmic Images Mingzhi Shi Anagha Lokhande Mojtaba Sedigh Fazli Vishal Sharma Yu Tian ... Michael V. Boland Nazlee Zebardast D. Friedman Lucy Q. Shen Mengyu Wang MedIm 28 1 0 02 Sep 2022
Spiral Contrastive Learning: An Efficient 3D Representation Learning Method for Unannotated CT Lesions Penghua Zhai Enwei Zhu Baolian Qi Xin Wei Jinpeng Li 24 0 0 23 Aug 2022
Improving AMD diagnosis by the simultaneous identification of associated retinal lesions José Morano Álvaro S. Hervella J. Rouco Jorge Novo José I. Fernández-Vigo M. Ortega 14 0 0 22 May 2022
Free Lunch for Surgical Video Understanding by Distilling Self-Supervisions Xinpeng Ding Ziwei Liu Xuelong Li 33 13 0 19 May 2022
Anatomy-aware Self-supervised Learning for Anomaly Detection in Chest Radiographs Junya Sato Yuki Suzuki T. Wataya Daiki Nishigaki Kosuke Kita Kazuki Yamagata Noriyuki Tomiyama Shoji Kido 21 14 0 09 May 2022
Uni4Eye: Unified 2D and 3D Self-supervised Pre-training via Masked Image Modeling Transformer for Ophthalmic Image Classification Zhiyuan Cai Li Lin Huaqing He Xiaoying Tang ViT MedIm 13 28 0 09 Mar 2022
Applications of Explainable AI for 6G: Technical Aspects, Use Cases, and Research Challenges Shen Wang M. Qureshi Luis Miralles-Pechuán Thien Huynh-The Thippa Reddy Gadekallu Madhusanka Liyanage 24 22 0 09 Dec 2021
Self-supervised learning methods and applications in medical imaging analysis: A survey Saeed Shurrab R. Duwairi OOD 39 178 0 17 Sep 2021
Unsupervised Local Discrimination for Medical Images Huai Chen Renzhen Wang Xiuying Wang Jieyu Li Qu Fang Hui Li Jianhao Bai Qing Peng Deyu Meng Lisheng Wang SSL 20 7 0 21 Aug 2021
MVCNet: Multiview Contrastive Network for Unsupervised Representation Learning for 3D CT Lesions Penghua Zhai Huaiwei Cong Gangming Zhao Chaowei Fang Jinpeng Li Ting Cai Huiguang He 27 10 0 17 Aug 2021
Semi-weakly Supervised Contrastive Representation Learning for Retinal Fundus Images Boon Peng Yap B. Ng SSL 36 3 0 04 Aug 2021
Lesion-based Contrastive Learning for Diabetic Retinopathy Grading from Fundus Images Yijin Huang Li Lin Pujin Cheng Junyan Lyu Xiaoying Tang SSL MedIm 22 39 0 17 Jul 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 20 574 0 27 May 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
Patient similarity: methods and applications Leyu Dai He Zhu Dianbo Liu 23 16 0 01 Dec 2020
USCL: Pretraining Deep Ultrasound Image Diagnosis Model through Video Contrastive Representation Learning Yixiong Chen Chunhui Zhang Li Liu Cheng Feng Changfeng Dong Yongfang Luo Xiang Wan VLM 34 44 0 25 Nov 2020