Federated Learning on Distributed Medical Records for Detection of Lung Nodules

Pragati Baheti; Mukul Sikka; K. V. Arya; R. Rajesh

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Paper

Federated Learning on Distributed Medical Records for Detection of Lung Nodules

Topics: Deep Learning for Visual Understanding ; Features Extraction; Image Enhancement and Restoration; Medical Image Applications

In Proceedings of the 15th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 4: VISAPP, 445-451, 2020 , Valletta, Malta

Authors: Pragati Baheti ; Mukul Sikka ; K. V. Arya and R. Rajesh

Affiliation: ABV-Indian Institute of Information Technology and Management Gwalior, Gwalior, 474015, India

Keyword(s): Federated Learning, Distributed Database, Decentralized training, Electronic Medical Records, Blockchain.

Abstract: In this work, the concept of federated Learning is applied on medical records of CT scans images for detection of pulmonary lung nodules. Instead of using the naive ways, the authors have come up with decentralizing the training technique by bringing the model to the data rather than accumulating the data at a central place and thus maintaining differential privacy of the records. The training on distributed electronic medical records includes two models: detection of location of nodules and its confirmation. The experiments have been carried out on CT scan images from LIDC dataset and the results shows that the proposed method outperformed the existing methods in terms of detection accuracy.

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Paper citation in several formats:

Baheti, P.; Sikka, M.; Arya, K. and Rajesh, R. (2020). Federated Learning on Distributed Medical Records for Detection of Lung Nodules. In Proceedings of the 15th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2020) - Volume 4: VISAPP; ISBN 978-989-758-402-2; ISSN 2184-4321, SciTePress, pages 445-451. DOI: 10.5220/0009144704450451

@conference{visapp20,
author={Pragati Baheti. and Mukul Sikka. and K. V. Arya. and R. Rajesh.},
title={Federated Learning on Distributed Medical Records for Detection of Lung Nodules},
booktitle={Proceedings of the 15th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2020) - Volume 4: VISAPP},
year={2020},
pages={445-451},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0009144704450451},
isbn={978-989-758-402-2},
issn={2184-4321},
}

TY - CONF

JO - Proceedings of the 15th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2020) - Volume 4: VISAPP
TI - Federated Learning on Distributed Medical Records for Detection of Lung Nodules
SN - 978-989-758-402-2
IS - 2184-4321
AU - Baheti, P.
AU - Sikka, M.
AU - Arya, K.
AU - Rajesh, R.
PY - 2020
SP - 445
EP - 451
DO - 10.5220/0009144704450451
PB - SciTePress