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.
Facing the "Curse of Dimensionality" in MW Medical Imaging towards Real-World Applications / Salucci, Marco; Rosatti, Pietro; Zardi, Francesco; Rocca, Paolo; Oliveri, Giacomo; Massa, Andrea. - STAMPA. - (2023), pp. 113-115. ( 2023 IEEE Conference on Antenna Measurements and Applications, CAMA 2023 Genoa, Italy 10th July -15th July 2023) [10.1109/cama57522.2023.10352763].
Facing the "Curse of Dimensionality" in MW Medical Imaging towards Real-World Applications
Salucci, Marco;Rosatti, Pietro;Zardi, Francesco;Rocca, Paolo;Oliveri, Giacomo;Massa, Andrea
2023-01-01
Abstract
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.| File | Dimensione | Formato | |
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