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.
2023
2023 IEEE Conference on Antenna Measurements and Applications (CAMA)
Piscataway, NJ
IEEE Institute of Electrical and Electronics Engineers Inc.
9798350323047
Salucci, Marco; Rosatti, Pietro; Zardi, Francesco; Rocca, Paolo; Oliveri, Giacomo; Massa, Andrea
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].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11572/430050
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