Personalised Multi-Task Federated Learning for Diabetic Retinopathy Medical Image Classification

Yiren Li; Pradip Sharma; Georgios Leontidis; Dewei Yi

Personalised Multi-Task Federated Learning for Diabetic Retinopathy Medical Image Classification

Yiren Li^* (Corresponding Author), Pradip Sharma, Georgios Leontidis, Dewei Yi

^*Corresponding author for this work

Research output: Contribution to journal › Conference article › peer-review

Original language	English
Journal	Lecture Notes in Electrical Engineering
Publication status	Accepted/In press - 19 Nov 2024
Event	7th International Conference on Data Analytics and Cyber Security : Lecture Notes in Electrical Engineering - , India Duration: 20 Dec 2024 → 20 Dec 2024 https://icdacs.github.io/

Keywords

diabetic retinopathy
Medical Image
Personalised Multi-Task Federated Learning
balanced and imbalanced data

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

Embargoed Document

Li_etal_LNEE_Personalised_Multi-Task_Federated_AAM #make open on publication#
Accepted author manuscript, 4.34 MB
Licence: CC BY
Embargo ends: 21/11/25

Cite this

@article{461424dc97aa4760b624f839ce550b99,

title = "Personalised Multi-Task Federated Learning for Diabetic Retinopathy Medical Image Classification",

keywords = "diabetic retinopathy, Medical Image, Personalised Multi-Task Federated Learning, balanced and imbalanced data",

author = "Yiren Li and Pradip Sharma and Georgios Leontidis and Dewei Yi",

year = "2024",

month = nov,

day = "19",

language = "English",

journal = "Lecture Notes in Electrical Engineering",

issn = "1876-1100",

publisher = "Springer ",

note = "7th International Conference on Data Analytics and Cyber Security <br/> : Lecture Notes in Electrical Engineering, DACS 2024 ; Conference date: 20-12-2024 Through 20-12-2024",

url = "https://icdacs.github.io/",

}

TY - JOUR

T1 - Personalised Multi-Task Federated Learning for Diabetic Retinopathy Medical Image Classification

AU - Li, Yiren

AU - Sharma, Pradip

AU - Leontidis, Georgios

AU - Yi, Dewei

PY - 2024/11/19

Y1 - 2024/11/19

KW - diabetic retinopathy

KW - Medical Image

KW - Personalised Multi-Task Federated Learning

KW - balanced and imbalanced data

M3 - Conference article

SN - 1876-1100

JO - Lecture Notes in Electrical Engineering

JF - Lecture Notes in Electrical Engineering

T2 - 7th International Conference on Data Analytics and Cyber Security <br/>

Y2 - 20 December 2024 through 20 December 2024

ER -