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A Survey of the Impact of Self-Supervised Pretraining for Diagnostic
  Tasks with Radiological Images

A Survey of the Impact of Self-Supervised Pretraining for Diagnostic Tasks with Radiological Images

5 September 2023
Blake Vanberlo
Jesse Hoey
Alexander Wong
    SSL
    LM&MA
ArXivPDFHTML

Papers citing "A Survey of the Impact of Self-Supervised Pretraining for Diagnostic Tasks with Radiological Images"

8 / 8 papers shown
Title
Attentive Symmetric Autoencoder for Brain MRI Segmentation
Attentive Symmetric Autoencoder for Brain MRI Segmentation
Junjia Huang
Haofeng Li
Guanbin Li
Xiang Wan
MedIm
27
17
0
19 Sep 2022
MedMNIST v2 -- A large-scale lightweight benchmark for 2D and 3D
  biomedical image classification
MedMNIST v2 -- A large-scale lightweight benchmark for 2D and 3D biomedical image classification
Jiancheng Yang
Rui Shi
D. Wei
Zequan Liu
Lin Zhao
B. Ke
Hanspeter Pfister
Bingbing Ni
VLM
161
645
0
27 Oct 2021
Self-supervised learning methods and applications in medical imaging
  analysis: A survey
Self-supervised learning methods and applications in medical imaging analysis: A survey
Saeed Shurrab
R. Duwairi
OOD
32
173
0
17 Sep 2021
Seeking an Optimal Approach for Computer-Aided Pulmonary Embolism
  Detection
Seeking an Optimal Approach for Computer-Aided Pulmonary Embolism Detection
N. Islam
S. Gehlot
Zongwei Zhou
Michael B. Gotway
Jianming Liang
OOD
74
11
0
15 Sep 2021
Preservational Learning Improves Self-supervised Medical Image Models by
  Reconstructing Diverse Contexts
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
61
85
0
09 Sep 2021
Emerging Properties in Self-Supervised Vision Transformers
Emerging Properties in Self-Supervised Vision Transformers
Mathilde Caron
Hugo Touvron
Ishan Misra
Hervé Jégou
Julien Mairal
Piotr Bojanowski
Armand Joulin
303
5,761
0
29 Apr 2021
Pneumonia Detection on Chest X-ray using Radiomic Features and
  Contrastive Learning
Pneumonia Detection on Chest X-ray using Radiomic Features and Contrastive Learning
Yan Han
Chongyan Chen
Ahmed H. Tewfik
Ying Ding
Yifan Peng
LM&MA
25
39
0
12 Jan 2021
Improved Baselines with Momentum Contrastive Learning
Improved Baselines with Momentum Contrastive Learning
Xinlei Chen
Haoqi Fan
Ross B. Girshick
Kaiming He
SSL
238
3,367
0
09 Mar 2020
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