Navigating Tversky Loss Function Hyperparameter Spaces using Particle Swarm Optimization for Myocardial Scar Segmentation
Medical image segmentation faces challenges due to class imbalance, where the foreground often occupies a much smaller volume compared to background tissues. This imbalance significantly impacts deep learning model performance, as different loss functions exhibit varying levels of robustness to such...
Published in: | 2024 20th IEEE International Colloquium on Signal Processing and Its Applications, CSPA 2024 - Conference Proceedings |
---|---|
Main Author: | Damit D.S.A.; Sulaiman S.N.; Osman M.K.; Karim N.K.A.; Razali N.F.; Marzuki M.I.F. |
Format: | Conference paper |
Language: | English |
Published: |
Institute of Electrical and Electronics Engineers Inc.
2024
|
Online Access: | https://www.scopus.com/inward/record.uri?eid=2-s2.0-85193983562&doi=10.1109%2fCSPA60979.2024.10525595&partnerID=40&md5=7ee1d6ae745c55df3ffea7ebfa2fec60 |
Similar Items
-
Impact of Class Labeling on Myocardium Segmentation using Cascaded Deep Learning for Improved Myocardial Infarction Segmentation
by: Damit D.S.A.; Hilmi A.N.; Sulaiman S.N.; Osman M.K.; Karim N.K.A.; Leh N.A.M.
Published: (2024) -
Automated DeepLabV3+ based model for left ventricle segmentation on short-axis late gadolinium enhancement-magnetic cardiac resonance imaging images
by: Damit D.S.A.; Sulaiman S.N.; Osman M.K.; Karim N.K.A.; Setumin S.
Published: (2024) -
An overview of particle swarm optimization variants
by: Imran M.; Hashim R.; Khalid N.E.A.
Published: (2013) -
Laplace Mutated Particle Swarm Optimization (LMPSO)
by: Imran M.; Hashim R.; Khalid N.E.A.
Published: (2014) -
Estimation of Small-Scale Kinetic Parameters of Escherichia coli (E. coli) Model by Enhanced Segment Particle Swarm Optimization Algorithm ESe-PSO
by: Azrag M.A.K.; Zain J.M.; Kadir T.A.A.; Yusoff M.; Jaber A.S.; Abdlrhman H.S.M.; Ahmed Y.H.Z.; Husain M.S.B.
Published: (2023)