Uni4Eye: Unified 2D and 3D Self-supervised Pre-training via Masked Image
Modeling Transformer for Ophthalmic Image Classification

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Uni4Eye: Unified 2D and 3D Self-supervised Pre-training via Masked Image Modeling Transformer for Ophthalmic Image Classification

9 March 2022

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Papers citing "Uni4Eye: Unified 2D and 3D Self-supervised Pre-training via Masked Image Modeling Transformer for Ophthalmic Image Classification"

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Title
Masked Image Modeling: A Survey Vlad Hondru Florinel-Alin Croitoru Shervin Minaee Radu Tudor Ionescu N. Sebe 164 8 0 13 Aug 2024
COROLLA: An Efficient Multi-Modality Fusion Framework with Supervised Contrastive Learning for Glaucoma Grading Zhiyuan Cai Li Lin Huaqing He Xiaoying Tang MedIm 32 10 0 11 Jan 2022
Masked Feature Prediction for Self-Supervised Visual Pre-Training Chen Wei Haoqi Fan Saining Xie Chaoxia Wu Alan Yuille Christoph Feichtenhofer ViT 152 671 0 16 Dec 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 480 7,837 0 11 Nov 2021
Preservational Learning Improves Self-supervised Medical Image Models by Reconstructing Diverse Contexts Hong-Yu Zhou Chi-Ken Lu Sibei Yang Xiaoguang Han Yizhou Yu SSL CLL 100 87 0 09 Sep 2021
Lesion-based Contrastive Learning for Diabetic Retinopathy Grading from Fundus Images Yijin Huang Li Lin Pujin Cheng Junyan Lyu Xiaoying Tang SSL MedIm 60 41 0 17 Jul 2021
BEiT: BERT Pre-Training of Image Transformers Hangbo Bao Li Dong Songhao Piao Furu Wei ViT 297 2,845 0 15 Jun 2021
SiT: Self-supervised vIsion Transformer Sara Atito Ali Ahmed Muhammad Awais J. Kittler ViT 96 139 0 08 Apr 2021
Contrastive learning of global and local features for medical image segmentation with limited annotations K. Chaitanya Ertunc Erdil Neerav Karani E. Konukoglu SSL 91 552 0 18 Jun 2020
3D Self-Supervised Methods for Medical Imaging Aiham Taleb W. Loetzsch Noel Danz Julius Severin Thomas Gaertner Benjamin Bergner C. Lippert SSL 113 214 0 06 Jun 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 216 12,136 0 13 Nov 2019
Self-supervised Feature Learning for 3D Medical Images by Playing a Rubik's Cube Xinrui Zhuang Yuexiang Li Yifan Hu Kai Ma Yujiu Yang Yefeng Zheng SSL 76 150 0 05 Oct 2019
Large Scale Adversarial Representation Learning Jeff Donahue Karen Simonyan SSL 139 544 0 04 Jul 2019
Unsupervised Embedding Learning via Invariant and Spreading Instance Feature Mang Ye Xu-Yao Zhang PongChi Yuen Shih-Fu Chang SSL 102 581 0 06 Apr 2019
Med3D: Transfer Learning for 3D Medical Image Analysis Sihong Chen Kai Ma Yefeng Zheng MedIm 69 466 0 01 Apr 2019
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 267 3,303 0 21 Mar 2018
Decoupled Weight Decay Regularization I. Loshchilov Frank Hutter OffRL 154 2,158 0 14 Nov 2017