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A Compressive Sensing Approach for 3D Breast Cancer Microwave Imaging with Magnetic Nanoparticles as Contrast Agent

Articolo
Data di Pubblicazione:
2016
Abstract:
In microwave breast cancer imaging magnetic nanoparticles have been recently proposed as contrast agent. Due to the non-magnetic nature of human tissues, magnetic nanoparticles make possible the overcoming of some limitations of conventional microwave imaging techniques, thus providing reliable and specific diagnosis of breast cancer. In this paper, a Compressive Sensing inspired inversion technique is introduced for the reconstruction of the magnetic contrast induced within the tumor. The applicability of Compressive Sensing theory is guaranteed by the fact that the underlying inverse scattering problem is linear and the searched magnetic perturbation is sparse. From the numerical analysis, performed in realistic conditions in 3D geometry, it has been pointed out that the adoption of this new tool allows improving resolution and accuracy of the reconstructions, as well as reducing the number of required measurements.
Tipologia CRIS:
01.01 Articolo in rivista
Keywords:
Breast; Image reconstruction; Magnetic domains; Magnetic resonance imaging; Microwave imaging; Tumors; compressed measurements; compressive sensing; magnetic nanoparticles; microwave breast cancer imaging; super-resolution
Elenco autori:
Scapaticci, Rosa
Autori di Ateneo:
SCAPATICCI ROSA
Link alla scheda completa:
https://iris.cnr.it/handle/20.500.14243/336009
Pubblicato in:
IEEE TRANSACTIONS ON MEDICAL IMAGING
Journal
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URL

https://ieeexplore.ieee.org/abstract/document/7297871
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