Microwave imaging is a low-cost imaging method that has shown promise for breast imaging and, in particular, neoadjuvant chemotherapy monitoring. The early studies of microwave imaging in the therapy monitoring setting are encouraging. For the neoadjuvant therapy application, it would be desirable to achieve the most accurate possible characterization of the tissue properties. One method to achieve increased resolution and specificity in microwave imaging reconstruction is the use of a soft prior regularization. The objective of this study is to develop a method to use magnetic resonance (MR) images, taken in a different imaging configuration, as this soft prior. To enable the use of the MR images as a soft prior, it is necessary to register the MR images to the microwave imaging space. Registration fiducials were placed around the breast that are visible in both the MRI and with an optical scanner integrated into the microwave system. Utilizing these common registration locations, numerical algorithms have been developed to warp the original breast MR images into a geometry closely resembling that in which the breast is pendant in the microwave system.
Keyphrases
- high resolution
- magnetic resonance
- deep learning
- neoadjuvant chemotherapy
- optical coherence tomography
- radiofrequency ablation
- magnetic resonance imaging
- lymph node
- squamous cell carcinoma
- low cost
- stem cells
- early stage
- single molecule
- computed tomography
- fluorescence imaging
- photodynamic therapy
- radiation therapy
- big data
- cone beam