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2107.09947
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Preventing dataset shift from breaking machine-learning biomarkers
21 July 2021
Jéroome Dockes
Gaël Varoquaux
J B Poline
OOD
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Papers citing
"Preventing dataset shift from breaking machine-learning biomarkers"
10 / 10 papers shown
Title
Automatic quality control in multi-centric fetal brain MRI super-resolution reconstruction
Thomas Sanchez
Vladyslav Zalevsky
Angeline Mihailo
Gerard Martí Juan
E. Eixarch
Andras Jakab
Vincent Dunet
Mériam Koob
G. Auzias
Meritxell Bach Cuadra
51
0
0
13 Mar 2025
Maximizing domain generalization in fetal brain tissue segmentation: the role of synthetic data generation, intensity clustering and real image fine-tuning
Vladyslav Zalevskyi
Thomas Sanchez
Margaux Roulet
Hélène Lajous
Jordina Aviles Verdera
Jana Hutter
Hamza Kebiri
Meritxell Bach Cuadra
OOD
48
1
0
11 Nov 2024
Geodesic Optimization for Predictive Shift Adaptation on EEG data
Apolline Mellot
Antoine Collas
Sylvain Chevallier
Alexandre Gramfort
D. Engemann
OOD
23
3
0
04 Jul 2024
Physics-informed and Unsupervised Riemannian Domain Adaptation for Machine Learning on Heterogeneous EEG Datasets
Apolline Mellot
Antoine Collas
Sylvain Chevallier
D. Engemann
Alexandre Gramfort
OOD
20
2
0
07 Mar 2024
FetMRQC: an open-source machine learning framework for multi-centric fetal brain MRI quality control
Thomas Sanchez
Oscar Esteban
Yvan Gomez
A. Pron
Mériam Koob
...
Nadine Girard
Andras Jakab
E. Eixarch
G. Auzias
Meritxell Bach Cuadra
24
5
0
08 Nov 2023
Generative models improve fairness of medical classifiers under distribution shifts
Ira Ktena
Olivia Wiles
Isabela Albuquerque
Sylvestre-Alvise Rebuffi
Ryutaro Tanno
...
Danielle Belgrave
Pushmeet Kohli
Alan Karthikesalingam
A. Cemgil
Sven Gowal
OOD
MedIm
28
78
0
18 Apr 2023
Deployment of Image Analysis Algorithms under Prevalence Shifts
Patrick Godau
P. Kalinowski
E. Christodoulou
Annika Reinke
M. Tizabi
Luciana Ferrer
Paul Jäger
Lena Maier-Hein
42
9
0
22 Mar 2023
How Robust is Unsupervised Representation Learning to Distribution Shift?
Yuge Shi
Imant Daunhawer
Julia E. Vogt
Philip H. S. Torr
Amartya Sanyal
OOD
32
25
0
17 Jun 2022
Improving generalization of machine learning-identified biomarkers with causal modeling: an investigation into immune receptor diagnostics
Milena Pavlović
Ghadi S. Al Hajj
Chakravarthi Kanduri
J. Pensar
Mollie E. Wood
L. Sollid
Victor Greiff
G. K. Sandve
CML
OOD
AI4CE
23
4
0
20 Apr 2022
Out-of-Distribution Generalization via Risk Extrapolation (REx)
David M. Krueger
Ethan Caballero
J. Jacobsen
Amy Zhang
Jonathan Binas
Dinghuai Zhang
Rémi Le Priol
Aaron Courville
OOD
215
901
0
02 Mar 2020
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