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2304.09218
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Generative models improve fairness of medical classifiers under distribution shifts
18 April 2023
Ira Ktena
Olivia Wiles
Isabela Albuquerque
Sylvestre-Alvise Rebuffi
Ryutaro Tanno
Abhijit Guha Roy
Shekoofeh Azizi
Danielle Belgrave
Pushmeet Kohli
Alan Karthikesalingam
A. Cemgil
Sven Gowal
OOD
MedIm
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Papers citing
"Generative models improve fairness of medical classifiers under distribution shifts"
12 / 12 papers shown
Title
Knowledge Augmentation in Federation: Rethinking What Collaborative Learning Can Bring Back to Decentralized Data
Wentai Wu
Ligang He
Saiqin Long
Ahmed M. Abdelmoniem
Yingliang Wu
Rui Mao
55
0
0
05 Mar 2025
Implementing Trust in Non-Small Cell Lung Cancer Diagnosis with a Conformalized Uncertainty-Aware AI Framework in Whole-Slide Images
Xiaoge Zhang
Tao Wang
Chao Yan
Fedaa Najdawi
Kai Zhou
Yuan Ma
Yiu-ming Cheung
Bradley Malin
MedIm
35
0
0
03 Jan 2025
Clinical Evaluation of Medical Image Synthesis: A Case Study in Wireless Capsule Endoscopy
Panagiota Gatoula
Dimitrios E. Diamantis
Anastasios Koulaouzidis
Cristina Carretero
Stefania Chetcuti-Zammit
...
John Plevris
Alexander Robertson
Bruno Rosa
Ervin Toth
D. Iakovidis
MedIm
47
0
0
31 Oct 2024
Can Medical Vision-Language Pre-training Succeed with Purely Synthetic Data?
Che Liu
Zhongwei Wan
Haozhe Wang
Yinda Chen
T. Qaiser
Chen Jin
Fariba Yousefi
Nikolay Burlutskiy
Rossella Arcucci
VLM
SyDa
LM&MA
MedIm
53
2
0
17 Oct 2024
Ctrl-GenAug: Controllable Generative Augmentation for Medical Sequence Classification
Xinrui Zhou
Yuhao Huang
Haoran Dou
Shijing Chen
Ao Chang
...
Jie Jessie Ren
Ruobing Huang
Jun Cheng
Wufeng Xue
Dong Ni
MedIm
102
0
0
25 Sep 2024
Robust image representations with counterfactual contrastive learning
Mélanie Roschewitz
Fabio De Sousa Ribeiro
Tian Xia
G. Khara
Ben Glocker
OOD
MedIm
43
2
0
16 Sep 2024
MODL: Multilearner Online Deep Learning
Antonios Valkanas
Boris N. Oreshkin
Mark J. Coates
34
1
0
28 May 2024
Synthetically Enhanced: Unveiling Synthetic Data's Potential in Medical Imaging Research
Bardia Khosravi
Frank Li
Theo Dapamede
Pouria Rouzrokh
Cooper Gamble
...
C. Wyles
Andrew B. Sellergren
S. Purkayastha
Bradley J. Erickson
J. Gichoya
MedIm
27
17
0
15 Nov 2023
Robust and Efficient Medical Imaging with Self-Supervision
Shekoofeh Azizi
Laura J. Culp
Jan Freyberg
Basil Mustafa
Sebastien Baur
...
Geoffrey E. Hinton
N. Houlsby
Alan Karthikesalingam
Mohammad Norouzi
Vivek Natarajan
OOD
63
58
0
19 May 2022
A Fine-Grained Analysis on Distribution Shift
Olivia Wiles
Sven Gowal
Florian Stimberg
Sylvestre-Alvise Rebuffi
Ira Ktena
Krishnamurthy Dvijotham
A. Cemgil
OOD
215
201
0
21 Oct 2021
GAN-Based Data Augmentation and Anonymization for Skin-Lesion Analysis: A Critical Review
Alceu Bissoto
Eduardo Valle
Sandra Avila
MedIm
45
61
0
20 Apr 2021
ImageNet Large Scale Visual Recognition Challenge
Olga Russakovsky
Jia Deng
Hao Su
J. Krause
S. Satheesh
...
A. Karpathy
A. Khosla
Michael S. Bernstein
Alexander C. Berg
Li Fei-Fei
VLM
ObjD
282
39,190
0
01 Sep 2014
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