Login
Register
Reset Password
Publish & Distribute
Publishing Solutions
Distribution Solutions
Subjects
Architecture and Design
Arts
Business and Economics
Chemistry
Classical and Ancient Near Eastern Studies
Computer Sciences
Cultural Studies
Engineering
General Interest
Geosciences
History
Industrial Chemistry
Jewish Studies
Law
Library and Information Science, Book Studies
Life Sciences
Linguistics and Semiotics
Literary Studies
Materials Sciences
Mathematics
Medicine
Music
Pharmacy
Philosophy
Physics
Social Sciences
Sports and Recreation
Theology and Religion
Publications
Journals
Books
Proceedings
Publishers
Blog
Contact
Search
EUR
USD
GBP
English
English
Deutsch
Polski
Español
Français
Italiano
Cart
Home
Journals
Journal of Artificial Intelligence and Soft Computing Research
Volume 12 (2022): Issue 1 (January 2022)
Open Access
Mixup (Sample Pairing) Can Improve the Performance of Deep Segmentation Networks
Lars J. Isaksson
Lars J. Isaksson
,
Paul Summers
Paul Summers
,
Sara Raimondi
Sara Raimondi
,
Sara Gandini
Sara Gandini
,
Abhir Bhalerao
Abhir Bhalerao
,
Giulia Marvaso
Giulia Marvaso
,
Giuseppe Petralia
Giuseppe Petralia
,
Matteo Pepa
Matteo Pepa
and
Barbara A. Jereczek-Fossa
Barbara A. Jereczek-Fossa
| Oct 08, 2021
Journal of Artificial Intelligence and Soft Computing Research
Volume 12 (2022): Issue 1 (January 2022)
About this article
Previous Article
Next Article
Abstract
References
Authors
Articles in this Issue
Preview
PDF
Cite
Share
Published Online:
Oct 08, 2021
Page range:
29 - 39
Received:
Mar 11, 2021
Accepted:
Jul 02, 2021
DOI:
https://doi.org/10.2478/jaiscr-2022-0003
Keywords
magnetic resonance imaging
,
segmentation
,
prostate
,
data augmentation
,
mixup
© 2022 Lars J. Isaksson et al., published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
Lars J. Isaksson
Division of Radiotherapy, European Institute of Oncology IRCCS
Milan, Italy
Paul Summers
Division of Radiology, European Institute of Oncology IRCCS
Milan, Italy
Sara Raimondi
Department of Experimental Oncology, European Institute of Oncology IRCCS
Milan, Italy
Sara Gandini
Department of Experimental Oncology, European Institute of Oncology IRCCS
Milan, Italy
Abhir Bhalerao
Department of Computer Science, University of Warwick
Warwick
Giulia Marvaso
Division of Radiotherapy, European Institute of Oncology IRCCS
Milan, Italy
Department of Oncology and Hemato-oncology, University of Milan
Milan, Italy
Giuseppe Petralia
Division of Radiology, European Institute of Oncology IRCCS
Milan, Italy
Department of Oncology and Hemato-oncology, University of Milan
Milan, Italy
Matteo Pepa
Division of Radiotherapy, European Institute of Oncology IRCCS
Milan, Italy
Barbara A. Jereczek-Fossa
Division of Radiotherapy, European Institute of Oncology IRCCS
Milan, Italy
Department of Oncology and Hemato-oncology, University of Milan
Milan, Italy