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Anatomy-Aware Contrastive Representation Learning for Fetal Ultrasound

Anatomy-Aware Contrastive Representation Learning for Fetal Ultrasound

22 August 2022
Zeyu Fu
Jianbo Jiao
R. Yasrab
L. Drukker
A. Papageorghiou
J. A. Noble
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Papers citing "Anatomy-Aware Contrastive Representation Learning for Fetal Ultrasound"

22 / 22 papers shown
Title
ACE: Anatomically Consistent Embeddings in Composition and Decomposition
ACE: Anatomically Consistent Embeddings in Composition and Decomposition
Ziyu Zhou
Haozhe Luo
M. Taher
Jiaxuan Pang
Xiaowei Ding
Michael B. Gotway
Jianming Liang
MedIm
106
0
0
20 Jan 2025
A Systematic Benchmarking Analysis of Transfer Learning for Medical
  Image Analysis
A Systematic Benchmarking Analysis of Transfer Learning for Medical Image Analysis
M. Taher
F. Haghighi
Ruibin Feng
Michael B. Gotway
Jianming Liang
51
67
0
12 Aug 2021
A Broad Study on the Transferability of Visual Representations with
  Contrastive Learning
A Broad Study on the Transferability of Visual Representations with Contrastive Learning
Ashraful Islam
Chun-Fu Chen
Yikang Shen
Leonid Karlinsky
Richard J. Radke
Rogerio Feris
SSL
115
113
0
24 Mar 2021
MedAug: Contrastive learning leveraging patient metadata improves
  representations for chest X-ray interpretation
MedAug: Contrastive learning leveraging patient metadata improves representations for chest X-ray interpretation
Yen Nhi Truong Vu
Richard Wang
N. Balachandar
Can Liu
A. Ng
Pranav Rajpurkar
54
83
0
21 Feb 2021
USCL: Pretraining Deep Ultrasound Image Diagnosis Model through Video
  Contrastive Representation Learning
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
68
46
0
25 Nov 2020
MoCo-CXR: MoCo Pretraining Improves Representation and Transferability
  of Chest X-ray Models
MoCo-CXR: MoCo Pretraining Improves Representation and Transferability of Chest X-ray Models
Hari Sowrirajan
Jingbo Yang
A. Ng
Pranav Rajpurkar
72
86
0
11 Oct 2020
Self-supervised Contrastive Video-Speech Representation Learning for
  Ultrasound
Self-supervised Contrastive Video-Speech Representation Learning for Ultrasound
Jianbo Jiao
Yifan Cai
M. Alsharid
L. Drukker
A. Papageorghiou
J. A. Noble
66
39
0
14 Aug 2020
Comparing to Learn: Surpassing ImageNet Pretraining on Radiographs By
  Comparing Image Representations
Comparing to Learn: Surpassing ImageNet Pretraining on Radiographs By Comparing Image Representations
Hong-Yu Zhou
Shuang Yu
Cheng Bian
Yifan Hu
Kai Ma
Yefeng Zheng
SSL
MedIm
61
104
0
15 Jul 2020
Learning Semantics-enriched Representation via Self-discovery,
  Self-classification, and Self-restoration
Learning Semantics-enriched Representation via Self-discovery, Self-classification, and Self-restoration
F. Haghighi
M. Taher
Zongwei Zhou
Michael B. Gotway
Jianming Liang
MedIm
66
65
0
14 Jul 2020
CLOCS: Contrastive Learning of Cardiac Signals Across Space, Time, and
  Patients
CLOCS: Contrastive Learning of Cardiac Signals Across Space, Time, and Patients
Dani Kiyasseh
T. Zhu
David Clifton
63
192
0
27 May 2020
Supervised Contrastive Learning
Supervised Contrastive Learning
Prannay Khosla
Piotr Teterwak
Chen Wang
Aaron Sarna
Yonglong Tian
Phillip Isola
Aaron Maschinot
Ce Liu
Dilip Krishnan
SSL
141
4,532
0
23 Apr 2020
Self-supervised Representation Learning for Ultrasound Video
Self-supervised Representation Learning for Ultrasound Video
Jianbo Jiao
Richard Droste
L. Drukker
A. Papageorghiou
J. A. Noble
SSL
39
51
0
28 Feb 2020
A Simple Framework for Contrastive Learning of Visual Representations
A Simple Framework for Contrastive Learning of Visual Representations
Ting-Li Chen
Simon Kornblith
Mohammad Norouzi
Geoffrey E. Hinton
SSL
333
18,721
0
13 Feb 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library
PyTorch: An Imperative Style, High-Performance Deep Learning Library
Adam Paszke
Sam Gross
Francisco Massa
Adam Lerer
James Bradbury
...
Sasank Chilamkurthy
Benoit Steiner
Lu Fang
Junjie Bai
Soumith Chintala
ODL
384
42,299
0
03 Dec 2019
Momentum Contrast for Unsupervised Visual Representation Learning
Momentum Contrast for Unsupervised Visual Representation Learning
Kaiming He
Haoqi Fan
Yuxin Wu
Saining Xie
Ross B. Girshick
SSL
173
12,065
0
13 Nov 2019
Self-supervised Feature Learning for 3D Medical Images by Playing a
  Rubik's Cube
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
57
150
0
05 Oct 2019
Models Genesis: Generic Autodidactic Models for 3D Medical Image
  Analysis
Models Genesis: Generic Autodidactic Models for 3D Medical Image Analysis
Zongwei Zhou
V. Sodha
M. R. Siddiquee
Ruibin Feng
Nima Tajbakhsh
Michael B. Gotway
Jianming Liang
MedIm
64
307
0
19 Aug 2019
Self-Supervised Learning for Cardiac MR Image Segmentation by Anatomical
  Position Prediction
Self-Supervised Learning for Cardiac MR Image Segmentation by Anatomical Position Prediction
Wenjia Bai
Chen Chen
G. Tarroni
Jinming Duan
Florian Guitton
S. Petersen
Yike Guo
Paul M. Matthews
Daniel Rueckert
SSL
49
181
0
05 Jul 2019
Ultrasound Image Representation Learning by Modeling Sonographer Visual
  Attention
Ultrasound Image Representation Learning by Modeling Sonographer Visual Attention
Richard Droste
Yifan Cai
H. Sharma
P. Chatelain
L. Drukker
A. Papageorghiou
J. A. Noble
MedIm
41
33
0
07 Mar 2019
Attention-Gated Networks for Improving Ultrasound Scan Plane Detection
Attention-Gated Networks for Improving Ultrasound Scan Plane Detection
Jo Schlemper
Ozan Oktay
Liang Chen
Jacqueline Matthew
C. Knight
Bernhard Kainz
Ben Glocker
Daniel Rueckert
61
92
0
15 Apr 2018
SonoNet: Real-Time Detection and Localisation of Fetal Standard Scan
  Planes in Freehand Ultrasound
SonoNet: Real-Time Detection and Localisation of Fetal Standard Scan Planes in Freehand Ultrasound
Christian F. Baumgartner
Konstantinos Kamnitsas
Jacqueline Matthew
Tara P. Fletcher
Sandra Smith
Lisa M. Koch
Bernhard Kainz
Daniel Rueckert
68
314
0
16 Dec 2016
Deep Residual Learning for Image Recognition
Deep Residual Learning for Image Recognition
Kaiming He
Xinming Zhang
Shaoqing Ren
Jian Sun
MedIm
2.0K
193,426
0
10 Dec 2015
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