Implicit Neural Representation in Medical Imaging: A Comparative Survey

Understand

Implicit neural representations (INRs) have gained prominence as a powerful paradigm in scene reconstruction and computer graphics, demonstrating remarkable results.

• By utilizing neural networks to parameterize data through implicit continuous functions, INRs offer several benefits.
• Recognizing the potential of INRs beyond these domains, this survey aims to provide a comprehensive overview of INR models in the field of medical imaging.
• In medical settings, numerous challenging and ill-posed problems exist, making INRs an attractive solution.