The IRMA Community
Newsletters
Research IRM
Click a keyword to search titles using our InfoSci-OnDemand powered search:
|
Multi-Objective Optimization in Neural Networks for Medical Imaging: Neural Networks for Medical Imaging
|
|
Author(s): V. Padmajothi (SRM Institute of Science and Technology, India), T. S. Poornappriya (Research Scholar, Lincoln University College, Malaysia &), C. Anuradha (SRM Institute of Science and Technology, Kattankulathur, India), S. Vijayalakshmi (SRM Institute of Science and Technology, Kattankulathur, India), R. Balasubramani (Bharathidasan University, India)and S. Harihara Gopalan (Sri Ramakrishna Engineering College, India)
Copyright: 2026
Pages: 18
Source title:
Metaheuristic Algorithms and Optimizing Neural Networks for Biomedical Image Processing
Source Author(s)/Editor(s): Prasanalakshmi Balaji (King Khalid University, Saudi Arabia), K. Martin Sagayam (Karunya Institute of Technology and Sciences, India), Aditi Sharma (Symbiosis International University, India)and Korhen Cengiz (University of Fujairah, UAE)
DOI: 10.4018/979-8-3373-0523-3.ch006
Purchase
|
Abstract
In medical imaging, the lack of high-quality images is present in many areas such as magnetic resonance (MR). Due to many acquisition impediments, the generated images have not enough resolution to carry out an adequate diagnosis. Image super-resolution (SR) is an ill-posed problem that tries to infer information from the image to enhance its resolution. A multiobjective optimization problem considers more than one function for optimization as compared to a single-objective optimization problem that considers only one function for optimization. In contrast to a single-objective optimization that considers only a single dimension to find an optimal solution, multiobjective optimization considers a multidimensional space. The optimization process is conducted by the neural network's built-in backpropagation algorithm.
Related Content
|
Arshiya Begum, Asfia Sabahath.
© 2026.
36 pages.
|
|
Farica Qureshi, Satyam Sharma, Rafiya Nazir.
© 2026.
30 pages.
|
|
Inderdeep Kaur, Aleem Ali.
© 2026.
34 pages.
|
|
Sridevi Tharanidharan, Prasanalakshmi Balaji, Gabriel Xiao-Guang Yue, Renuka Devi.
© 2026.
26 pages.
|
|
M. Robinson Joel, V. Ebenezer, J. Immanuel Johnraja, P. Getzi Jeba Lillipushpam, M. Vargheese, Belfin Robinson.
© 2026.
26 pages.
|
|
V. Padmajothi, T. S. Poornappriya, C. Anuradha, S. Vijayalakshmi, R. Balasubramani, S. Harihara Gopalan.
© 2026.
18 pages.
|
|
Manoj Nagappan, Sriraman Ramalingam.
© 2026.
26 pages.
|
|
|