Facing the "Curse of Dimensionality" in MW Medical Imaging towards Real-World Applications

2023 IEEE Conference on Antenna Measurements and Applications (CAMA)(2023)

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摘要
The application of microwave (MW) imaging in real-world medical scenarios requiring high-resolution reconstructions of highly-contrasted targets is addressed. The arising curse of dimensionality imposed by the large number of unknowns poses significant challenges to be faced in satisfying both performance and reliability requirements. A novel solution approach based on the System-by-Design (SbD) paradigm is presented to attain accurate reconstructions at a limited computational cost. The proposed method is validated in a preliminary numerical experiment using realistic phantoms of breast tumors.
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关键词
Biomedical imaging,breast imaging,inverse scattering problem (ISP),microwave (MW) imaging,System-by-Design (SbD),tumor detection
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