Applications of Deep Learning in Fundus Images: A Review

25 January 2021

Papers citing "Applications of Deep Learning in Fundus Images: A Review"

26 / 26 papers shown

Title
The Eye as a Window to Systemic Health: A Survey of Retinal Imaging from Classical Techniques to Oculomics Inamullah Imran Razzak Shoaib Jameel 35 0 0 06 May 2025
Multi-Scale Target-Aware Representation Learning for Fundus Image Enhancement Haofan Wu Yin Huang Yuqing Wu Qiuyu Yang Bingfang Wang ... Abdul Fattah Memon Daizong Ji Yuhang Zhang Ghulam Mustafa Yin Fang MedIm 28 0 0 03 May 2025
Denoising, segmentation and volumetric rendering of optical coherence tomography angiography (OCTA) image using deep learning techniques: a review Kejie Chen Xiaochun Yang Jing Na Wenbo Wang 207 0 0 24 Feb 2025
$Deep Learning-Based Longitudinal Prediction of Childhood Myopia Progression Using Fundus Image Sequences and Baseline Refraction Data$ Deep Learning-Based Longitudinal Prediction of Childhood Myopia Progression Using Fundus Image Sequences and Baseline Refraction Data Mengtian Kang Yansong Hu Shuo Gao Yuanyuan Liu Hongbei Meng ... Yanning Dai A. Nathan P. Smielewski Ningli Wang Shiming Li MedIm 13 0 0 31 Jul 2024
Enhancing and Adapting in the Clinic: Source-free Unsupervised Domain Adaptation for Medical Image Enhancement Heng Li Ziqin Lin Zhongxi Qiu Zinan Li Huazhu Fu Yan Hu Jiang-Dong Liu MedIm 37 9 0 03 Dec 2023
A Foundation Language-Image Model of the Retina (FLAIR): Encoding Expert Knowledge in Text Supervision Julio Silva-Rodríguez H. Chakor Riadh Kobbi Jose Dolz Ismail Ben Ayed VLM MedIm 72 33 0 15 Aug 2023
Image Quality-aware Diagnosis via Meta-knowledge Co-embedding Haoxuan Che Si Chen Haoxing Chen 38 16 0 27 Mar 2023
Bridging Synthetic and Real Images: a Transferable and Multiple Consistency aided Fundus Image Enhancement Framework Erjian Guo Huazhu Fu Luping Zhou Dong Xu MedIm 35 11 0 23 Feb 2023
A Review of Uncertainty Estimation and its Application in Medical Imaging K. Zou Zhihao Chen Xuedong Yuan Xiaojing Shen Meng Wang Huazhu Fu UQCV 46 86 0 16 Feb 2023
Futuristic Variations and Analysis in Fundus Images Corresponding to Biological Traits M. Hassan Hao Zhang Ahmed Fateh Ameen Home Wu Zeng Shuyue Ma ... Dongmei Wu Can Zhang You Zhou Awiwu Ain Peiwu Qin MedIm 21 0 0 08 Feb 2023
SSiT: Saliency-guided Self-supervised Image Transformer for Diabetic Retinopathy Grading Yijin Huang Junyan Lyu Pujin Cheng Roger Tam Xiaoying Tang ViT MedIm 19 19 0 20 Oct 2022
Degradation-invariant Enhancement of Fundus Images via Pyramid Constraint Network Haofeng Liu Heng Li Huazhu Fu Ruoxiu Xiao Yunshu Gao Yan Hu Jiang-Dong Liu 27 21 0 18 Oct 2022
3D Matting: A Benchmark Study on Soft Segmentation Method for Pulmonary Nodules Applied in Computed Tomography Lin Wang Xiufen Ye Donghao Zhang Wanji He Lie Ju ... Xin Wang Wei Feng Kaimin Song Xin Zhao Z. Ge 3DV 29 1 0 11 Oct 2022
Localizing Anatomical Landmarks in Ocular Images using Zoom-In Attentive Networks Xiaofeng Lei Shaohua Li Xinxing Xu Huazhu Fu Yong Liu ... Mingrui Tan Yanyu Xu Jocelyn Hui Lin Goh Rick Siow Mong Goh Ching-Yu Cheng 21 1 0 25 Sep 2022
Orientation and Context Entangled Network for Retinal Vessel Segmentation Xinxu Wei Kaifu Yang D. Bzdok Y. Li 27 32 0 23 Jul 2022
Structure-consistent Restoration Network for Cataract Fundus Image Enhancement Heng Li Haofeng Liu Huazhu Fu Hai Shu Yitian Zhao Xiaoling Luo Yan Hu Jiang-Dong Liu 26 30 0 09 Jun 2022
Progressive Multi-scale Consistent Network for Multi-class Fundus Lesion Segmentation Along He Kai Wang Tao Li Wang Bo Hong Kang Huazhu Fu 24 28 0 31 May 2022
Robust deep learning for eye fundus images: Bridging real and synthetic data for enhancing generalization Guilherme C. Oliveira Gustavo de Rosa Daniel Carlos Guimarães Pedronette João Paulo Papa Himeesh Kumar L. A. Passos Dinesh Kumar OOD MedIm 32 9 0 25 Mar 2022
An Annotation-free Restoration Network for Cataractous Fundus Images Heng Li Haofeng Liu Yan Hu Huazhu Fu Yitian Zhao Hanpei Miao Jiang-Dong Liu 25 51 0 15 Mar 2022
An Analysis of the Influence of Transfer Learning When Measuring the Tortuosity of Blood Vessels Matheus V. da Silva Julie Ouellette Baptiste Lacoste C. H. Comin 21 7 0 19 Nov 2021
Identifying the key components in ResNet-50 for diabetic retinopathy grading from fundus images: a systematic investigation Yijin Huang Li Lin Pujin Cheng Junyan Lyu Roger Tam Xiaoying Tang 29 31 0 27 Oct 2021
Real-Time Glaucoma Detection from Digital Fundus Images using Self-ONNs Ozer Can Devecioglu Junaid Malik T. Ince S. Kiranyaz E. Atalay Moncef Gabbouj 29 47 0 28 Sep 2021
Two Eyes Are Better Than One: Exploiting Binocular Correlation for Diabetic Retinopathy Severity Grading Peisheng Qian Ziyuan Zhao Cong-Xian Chen Zeng Zeng Xiaoli Li 15 12 0 15 Aug 2021
Towards a glaucoma risk index based on simulated hemodynamics from fundus images J. Orlando J. Barbosa-Breda K. V. Keer Matthew B. Blaschko P. Blanco C. Bulant 53 79 0 25 May 2018
Deep image mining for diabetic retinopathy screening G. Quellec K. Charrière Yassine Boudi B. Cochener M. Lamard MedIm 36 413 0 22 Oct 2016
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Vijay Badrinarayanan Alex Kendall R. Cipolla SSeg 446 15,639 0 02 Nov 2015