Ultrasound Localization of Nitinol Wire of Sub-Wavelength Dimension.
D R DeVriesL J OlafsenJ S OlafsenH H NguyenKeith E SchubertS DayawansaJ H HuangPublished in: IEEE open journal of engineering in medicine and biology (2022)
Goal: To enhance endovascular navigation using surgical guidewires and the use of ionizing radiation, we demonstrate a method for ultrasonic localization of wires with diameters less than the wavelength of ultrasound in the medium. Methods: Nitinol wires with diameters ranging from 50 μm to 250 μm were imaged ultrasonically in a 0.25-in-diameter water-filled tube in a gelatin medium. Imaging frequencies were 5 MHz, 7.5 MHZ, and 10 MHz. Results: For the full range of diameters traversing the phantom, the wires were localized successfully via visual inspection of both regular and difference ultrasound images. Similarly, two convolutional neural networks were trained, and both achieved an accuracy of over 95%. Conclusions: Wires with diameters as small as 50 μm were localized successfully in a water-based gelatin phantom, indicating the potential use of ultrasound to enhance endovascular navigation and surgical treatment.
Keyphrases
- convolutional neural network
- magnetic resonance imaging
- deep learning
- ultrasound guided
- contrast enhanced ultrasound
- high resolution
- hyaluronic acid
- machine learning
- optical coherence tomography
- mass spectrometry
- computed tomography
- magnetic resonance
- image quality
- body composition
- contrast enhanced
- climate change
- tissue engineering
- optic nerve