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Editorial for the Special Issue on Advanced Machine Learning Techniques for Sensing and Imaging Applications
1School of Electrical & Electronic Engineering, Nanyang Technological University, Singapore 639798, Singapore.
Micromachines
|July 27, 2022
Summary
Machine learning, including deep neural networks, is revolutionizing computational sensing and imaging. These advanced computational methods enhance data processing and image reconstruction for improved scientific discovery.
Area of Science:
- Computational sensing and imaging
- Machine learning applications
Background:
- Emerging field integrating advanced computational techniques.
- Leveraging machine learning for complex data analysis.
Discussion:
- Application of large-scale optimization in computational imaging.
- Development of deep neural networks for sensing data.
Key Insights:
- Machine learning accelerates progress in computational sensing.
- Enhanced image reconstruction and data interpretation.
Outlook:
- Future potential for novel imaging modalities.
- Transformative impact on scientific research and development.
