AIMC Topic: Microwave Imaging

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FT-FEDTL: A fine-tuned feature-extracted deep transfer learning model for multi-class microwave-based brain tumor classification.

Computers in biology and medicine Nov 2, 2024
The microwave brain imaging (MBI) system is an emerging technology used to detect brain tumors in their early stages. Multi-class microwave-based brain tumor (MBT) identification and classification are crucial due to the tumor's patterns and shape. M...
Humans Brain Neoplasms Deep Learning Image Interpretation, Computer-Assisted Microwaves Microwave Imaging
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An Effective Framework for Deep-Learning-Enhanced Quantitative Microwave Imaging and Its Potential for Medical Applications.

Sensors (Basel, Switzerland) Jan 6, 2023
Microwave imaging is emerging as an alternative modality to conventional medical diagnostics technologies. However, its adoption is hindered by the intrinsic difficulties faced in the solution of the underlying inverse scattering problem, namely non-...
Neural Networks, Computer Deep Learning Image Processing, Computer-Assisted Diagnostic Imaging Microwaves Microwave Imaging
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Microwave tomography with phaseless data on the calcaneus by means of artificial neural networks.

Medical & biological engineering & computing Dec 20, 2019
The aim of this study is to use a multilayer perceptron (MLP) artificial neural network (ANN) for phaseless imaging the human heel (modeled as a bilayer dielectric media: bone and surrounding tissue) and the calcaneus cross-section size and location ...
Humans Neural Networks, Computer Tomography, X-Ray Computed Image Processing, Computer-Assisted Calcaneus Electric Conductivity Heel Microwave Imaging
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Machine Learning Approaches for Automated Lesion Detection in Microwave Breast Imaging Clinical Data.

Scientific reports Jul 19, 2019
Breast lesion detection employing state of the art microwave systems provide a safe, non-ionizing technique that can differentiate healthy and non-healthy tissues by exploiting their dielectric properties. In this paper, a microwave apparatus for bre...
Humans Neural Networks, Computer Algorithms Female Breast Neoplasms ROC Curve Support Vector Machine Magnetic Resonance Imaging Mammography Equipment Design Ultrasonography, Mammary Breast Clinical Trials as Topic Statistics, Nonparametric Dielectric Spectroscopy Scattering, Radiation Microwave Imaging
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