Adaptive Weight Aggregation in Federated Learning for Brain Tumor Segmentation

Muhammad Irfan Khan; Mojtaba Jafaritadi; Esa Alhoniemi; Elina Kontio; Suleiman A. Khan

doi:10.1007/978-3-031-09002-8_40

Adaptive Weight Aggregation in Federated Learning for Brain Tumor Segmentation

Muhammad Irfan Khan, Mojtaba Jafaritadi, Esa Alhoniemi, Elina Kontio, Suleiman A. Khan

Institute for Molecular Medicine Finland

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

Original language	English
Title of host publication	Lecture Notes in Computer Science
Number of pages	15
Volume	12963
Publisher	Springer International Publishing AG
Publication date	2022
Pages	455-469
DOIs	https://doi.org/10.1007/978-3-031-09002-8_40
Publication status	Published - 2022
MoE publication type	A4 Article in conference proceedings
Event	BrainLes 2021: International MICCAI Brainlesion Workshop - Held in Conjunction with MICCAI 2021, Virtual Event Duration: 27 Sept 2021 → 27 Sept 2021 Conference number: 7

Publication series

Name	Lecture Notes in Computer Science
Publisher	Springer
ISSN (Print)	0302-9743

Fields of Science

113 Computer and information sciences
3126 Surgery, anesthesiology, intensive care, radiology

Access to Document

10.1007/978-3-031-09002-8_40

Cite this

@inproceedings{6a1684f05edc4eb39b8c4ac972f9aeae,

title = "Adaptive Weight Aggregation in Federated Learning for Brain Tumor Segmentation",

keywords = "Brain tumors, Cancer, Collaborative learning, FeTS challenge, Federated learning, Lesion segmentation, Weight aggregation, 113 Computer and information sciences, 3126 Surgery, anesthesiology, intensive care, radiology",

author = "Khan, {Muhammad Irfan} and Mojtaba Jafaritadi and Esa Alhoniemi and Elina Kontio and Khan, {Suleiman A.}",

year = "2022",

doi = "10.1007/978-3-031-09002-8_40",

language = "English",

volume = "12963",

series = "Lecture Notes in Computer Science",

publisher = "Springer International Publishing AG",

pages = "455--469",

booktitle = "Lecture Notes in Computer Science",

address = "Switzerland",

note = "BrainLes 2021: International MICCAI Brainlesion Workshop, BrainLes 2021 ; Conference date: 27-09-2021 Through 27-09-2021",

}

Khan, MI, Jafaritadi, M, Alhoniemi, E, Kontio, E & Khan, SA 2022, Adaptive Weight Aggregation in Federated Learning for Brain Tumor Segmentation. in Lecture Notes in Computer Science. vol. 12963, Lecture Notes in Computer Science, Springer International Publishing AG, pp. 455-469, BrainLes 2021: International MICCAI Brainlesion Workshop, 27/09/2021. https://doi.org/10.1007/978-3-031-09002-8_40

Adaptive Weight Aggregation in Federated Learning for Brain Tumor Segmentation. / Khan, Muhammad Irfan; Jafaritadi, Mojtaba; Alhoniemi, Esa et al.
Lecture Notes in Computer Science. Vol. 12963 Springer International Publishing AG, 2022. p. 455-469 (Lecture Notes in Computer Science).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

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T1 - Adaptive Weight Aggregation in Federated Learning for Brain Tumor Segmentation

AU - Khan, Muhammad Irfan

AU - Jafaritadi, Mojtaba

AU - Alhoniemi, Esa

AU - Kontio, Elina

AU - Khan, Suleiman A.

N1 - Conference code: 7

PY - 2022

Y1 - 2022

KW - Brain tumors

KW - Cancer

KW - Collaborative learning

KW - FeTS challenge

KW - Federated learning

KW - Lesion segmentation

KW - Weight aggregation

KW - 113 Computer and information sciences

KW - 3126 Surgery, anesthesiology, intensive care, radiology

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U2 - 10.1007/978-3-031-09002-8_40

DO - 10.1007/978-3-031-09002-8_40

M3 - Conference contribution

VL - 12963

T3 - Lecture Notes in Computer Science

SP - 455

EP - 469

BT - Lecture Notes in Computer Science

PB - Springer International Publishing AG

T2 - BrainLes 2021: International MICCAI Brainlesion Workshop

Y2 - 27 September 2021 through 27 September 2021

ER -

Adaptive Weight Aggregation in Federated Learning for Brain Tumor Segmentation

Publication series

Fields of Science

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