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Domain Generalization in Computational Pathology: Survey and Guidelines

Domain Generalization in Computational Pathology: Survey and Guidelines

30 October 2023
Mostafa Jahanifar
M. Raza
Kesi Xu
T. Vuong
R. Jewsbury
A. Shephard
Neda Zamanitajeddin
Jin Tae Kwak
S. Raza
F. Minhas
Nasir M. Rajpoot
    OOD
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Papers citing "Domain Generalization in Computational Pathology: Survey and Guidelines"

13 / 63 papers shown
Title
Quantifying the effects of data augmentation and stain color
  normalization in convolutional neural networks for computational pathology
Quantifying the effects of data augmentation and stain color normalization in convolutional neural networks for computational pathology
David Tellez
G. Litjens
Péter Bándi
W. Bulten
J. Bokhorst
F. Ciompi
Jeroen van der Laak
MedImOOD
50
486
0
18 Feb 2019
Recent Advances in Open Set Recognition: A Survey
Recent Advances in Open Set Recognition: A Survey
Chuanxing Geng
Sheng-Jun Huang
Songcan Chen
BDLObjD
141
769
0
21 Nov 2018
Methods for Segmentation and Classification of Digital Microscopy Tissue
  Images
Methods for Segmentation and Classification of Digital Microscopy Tissue Images
Q. Vu
S. Graham
Minh-Son To
Muhammad Shaban
Talha Qaiser
...
Tianhao Zhao
Rajarsi R. Gupta
J. T. Kwak
Nasir M. Rajpoot
Joel H. Saltz
90
274
0
31 Oct 2018
Deep Adversarial Training for Multi-Organ Nuclei Segmentation in
  Histopathology Images
Deep Adversarial Training for Multi-Organ Nuclei Segmentation in Histopathology Images
Faisal Mahmood
Daniel Borders
Richard J. Chen
Gregory N. McKay
Kevan J. Salimian
Alexander S. Baras
Nicholas J. Durr
GANMedIm
70
286
0
29 Sep 2018
Whole-Slide Mitosis Detection in H&E Breast Histology Using PHH3 as a
  Reference to Train Distilled Stain-Invariant Convolutional Networks
Whole-Slide Mitosis Detection in H&E Breast Histology Using PHH3 as a Reference to Train Distilled Stain-Invariant Convolutional Networks
David Tellez
M. Balkenhol
I. Otte-Höller
Rob van de Loo
R. Vogels
...
S. Mol
N. Karssemeijer
G. Litjens
J. A. van der Laak
F. Ciompi
60
244
0
17 Aug 2018
UMAP: Uniform Manifold Approximation and Projection for Dimension
  Reduction
UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction
Leland McInnes
John Healy
James Melville
169
9,432
0
09 Feb 2018
Unsupervised Learning for Cell-level Visual Representation in
  Histopathology Images with Generative Adversarial Networks
Unsupervised Learning for Cell-level Visual Representation in Histopathology Images with Generative Adversarial Networks
Bo Hu
Ye Tang
E. Chang
Yubo Fan
M. Lai
Yan Xu
GANMedIm
49
90
0
30 Nov 2017
Domain Generalization by Marginal Transfer Learning
Domain Generalization by Marginal Transfer Learning
Gilles Blanchard
A. Deshmukh
Ürün Dogan
Gyemin Lee
Clayton Scott
OOD
99
286
0
21 Nov 2017
Learning to Generalize: Meta-Learning for Domain Generalization
Learning to Generalize: Meta-Learning for Domain Generalization
Da Li
Yongxin Yang
Yi-Zhe Song
Timothy M. Hospedales
OOD
102
1,421
0
10 Oct 2017
Multimodal Machine Learning: A Survey and Taxonomy
Multimodal Machine Learning: A Survey and Taxonomy
T. Baltrušaitis
Chaitanya Ahuja
Louis-Philippe Morency
104
2,932
0
26 May 2017
Deep CORAL: Correlation Alignment for Deep Domain Adaptation
Deep CORAL: Correlation Alignment for Deep Domain Adaptation
Baochen Sun
Kate Saenko
OOD
103
3,156
0
06 Jul 2016
Domain-Adversarial Training of Neural Networks
Domain-Adversarial Training of Neural Networks
Yaroslav Ganin
E. Ustinova
Hana Ajakan
Pascal Germain
Hugo Larochelle
François Laviolette
M. Marchand
Victor Lempitsky
GANOOD
378
9,497
0
28 May 2015
Domain Generalization via Invariant Feature Representation
Domain Generalization via Invariant Feature Representation
Krikamol Muandet
David Balduzzi
Bernhard Schölkopf
OOD
137
1,180
0
10 Jan 2013
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