Domain Adaptation and Representation Transfer, and Distributed and Collaborative Learning - Lecture Notes in Computer Science
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(FIVE YEARS 20)

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Published By Springer International Publishing

9783030605476, 9783030605483

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Weight Erosion: An Update Aggregation Scheme for Personalized Collaborative Machine Learning

Domain Adaptation and Representation Transfer, and Distributed and Collaborative Learning - Lecture Notes in Computer Science ◽

10.1007/978-3-030-60548-3_16 ◽

2020 ◽

pp. 160-169

Author(s):

Felix Grimberg ◽

Mary-Anne Hartley ◽

Martin Jaggi ◽

Sai Praneeth Karimireddy

Keyword(s):

Machine Learning ◽

Aggregation Scheme

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Siloed Federated Learning for Multi-centric Histopathology Datasets

Domain Adaptation and Representation Transfer, and Distributed and Collaborative Learning - Lecture Notes in Computer Science ◽

10.1007/978-3-030-60548-3_13 ◽

2020 ◽

pp. 129-139

Author(s):

Mathieu Andreux ◽

Jean Ogier du Terrail ◽

Constance Beguier ◽

Eric W. Tramel

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First U-Net Layers Contain More Domain Specific Information Than the Last Ones

Domain Adaptation and Representation Transfer, and Distributed and Collaborative Learning - Lecture Notes in Computer Science ◽

10.1007/978-3-030-60548-3_12 ◽

2020 ◽

pp. 117-126

Author(s):

Boris Shirokikh ◽

Ivan Zakazov ◽

Alexey Chernyavskiy ◽

Irina Fedulova ◽

Mikhail Belyaev

Keyword(s):

Specific Information ◽

Domain Specific

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Domain Generalizer: A Few-Shot Meta Learning Framework for Domain Generalization in Medical Imaging

Domain Adaptation and Representation Transfer, and Distributed and Collaborative Learning - Lecture Notes in Computer Science ◽

10.1007/978-3-030-60548-3_8 ◽

2020 ◽

pp. 73-84

Author(s):

Pulkit Khandelwal ◽

Paul Yushkevich

Keyword(s):

Medical Imaging ◽

Learning Framework ◽

Meta Learning

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DAPR-Net: Domain Adaptive Predicting-Refinement Network for Retinal Vessel Segmentation

Domain Adaptation and Representation Transfer, and Distributed and Collaborative Learning - Lecture Notes in Computer Science ◽

10.1007/978-3-030-60548-3_2 ◽

2020 ◽

pp. 13-22

Author(s):

Zichun Huang ◽

Hongyan Mao ◽

Ningkang Jiang ◽

Xiaoling Wang

Keyword(s):

Retinal Vessel ◽

Vessel Segmentation ◽

Retinal Vessel Segmentation

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On the Fairness of Privacy-Preserving Representations in Medical Applications

Domain Adaptation and Representation Transfer, and Distributed and Collaborative Learning - Lecture Notes in Computer Science ◽

10.1007/978-3-030-60548-3_14 ◽

2020 ◽

pp. 140-149

Author(s):

Mhd Hasan Sarhan ◽

Nassir Navab ◽

Abouzar Eslami ◽

Shadi Albarqouni

Keyword(s):

Privacy Preserving ◽

Medical Applications

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Cross-View Label Transfer in Knee MR Segmentation Using Iterative Context Learning

Domain Adaptation and Representation Transfer, and Distributed and Collaborative Learning - Lecture Notes in Computer Science ◽

10.1007/978-3-030-60548-3_10 ◽

2020 ◽

pp. 96-105

Author(s):

Tong Li ◽

Kai Xuan ◽

Zhong Xue ◽

Lei Chen ◽

Lichi Zhang ◽

...

Keyword(s):

Context Learning ◽

Label Transfer ◽

Mr Segmentation

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Fed-BioMed: A General Open-Source Frontend Framework for Federated Learning in Healthcare

Domain Adaptation and Representation Transfer, and Distributed and Collaborative Learning - Lecture Notes in Computer Science ◽

10.1007/978-3-030-60548-3_20 ◽

2020 ◽

pp. 201-210

Author(s):

Santiago Silva ◽

Andre Altmann ◽

Boris Gutman ◽

Marco Lorenzi

Keyword(s):

Open Source

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Continual Class Incremental Learning for CT Thoracic Segmentation

Domain Adaptation and Representation Transfer, and Distributed and Collaborative Learning - Lecture Notes in Computer Science ◽

10.1007/978-3-030-60548-3_11 ◽

2020 ◽

pp. 106-116

Author(s):

Abdelrahman Elskhawy ◽

Aneta Lisowska ◽

Matthias Keicher ◽

Joseph Henry ◽

Paul Thomson ◽

...

Keyword(s):

Incremental Learning

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Automated Pancreas Segmentation Using Multi-institutional Collaborative Deep Learning

Domain Adaptation and Representation Transfer, and Distributed and Collaborative Learning - Lecture Notes in Computer Science ◽

10.1007/978-3-030-60548-3_19 ◽

2020 ◽

pp. 192-200

Author(s):

Pochuan Wang ◽

Chen Shen ◽

Holger R. Roth ◽

Dong Yang ◽

Daguang Xu ◽

...

Keyword(s):

Deep Learning ◽

Pancreas Segmentation

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Domain Adaptation and Representation Transfer, and Distributed and Collaborative Learning - Lecture Notes in Computer ScienceLatest Publications

TOTAL DOCUMENTS

H-INDEX

Published By Springer International Publishing

Weight Erosion: An Update Aggregation Scheme for Personalized Collaborative Machine Learning

Siloed Federated Learning for Multi-centric Histopathology Datasets

First U-Net Layers Contain More Domain Specific Information Than the Last Ones

Domain Generalizer: A Few-Shot Meta Learning Framework for Domain Generalization in Medical Imaging

DAPR-Net: Domain Adaptive Predicting-Refinement Network for Retinal Vessel Segmentation

On the Fairness of Privacy-Preserving Representations in Medical Applications

Cross-View Label Transfer in Knee MR Segmentation Using Iterative Context Learning

Fed-BioMed: A General Open-Source Frontend Framework for Federated Learning in Healthcare

Continual Class Incremental Learning for CT Thoracic Segmentation

Automated Pancreas Segmentation Using Multi-institutional Collaborative Deep Learning

Domain Adaptation and Representation Transfer, and Distributed and Collaborative Learning - Lecture Notes in Computer Science
Latest Publications