Deep learning in macroscopic diffuse optical imaging

JT Smith, M Ochoa, D Faulkner… - Journal of Biomedical …, 2022 - spiedigitallibrary.org
Significance: Biomedical optics system design, image formation, and image analysis have
primarily been guided by classical physical modeling and signal processing methodologies …

Skin lesion detection using hand-crafted and DL-based features fusion and LSTM

R Mahum, S Aladhadh - Diagnostics, 2022 - mdpi.com
The abnormal growth of cells in the skin causes two types of tumor: benign and malignant.
Various methods, such as imaging and biopsies, are used by oncologists to assess the …

Tumor-attentive segmentation-guided GAN for synthesizing breast contrast-enhanced MRI without contrast agents

E Kim, HH Cho, J Kwon, YT Oh… - IEEE journal of …, 2022 - ieeexplore.ieee.org
Objective: Breast dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) is a
sensitive imaging technique critical for breast cancer diagnosis. However, the administration …

SCDet: A Robust Approach for the Detection of Skin Lesions

S Sikandar, R Mahum, AE Ragab, SY Yayilgan… - Diagnostics, 2023 - mdpi.com
Red, blue, white, pink, or black spots with irregular borders and small lesions on the skin are
known as skin cancer that is categorized into two types: benign and malignant. Skin cancer …

Developing diagnostic assessment of breast lumpectomy tissues using radiomic and optical signatures

SS Streeter, B Hunt, RA Zuurbier, WA Wells… - Scientific Reports, 2021 - nature.com
High positive margin rates in oncologic breast-conserving surgery are a pressing clinical
problem. Volumetric X-ray scanning is emerging as a powerful ex vivo specimen imaging …

Virtual and real bidirectional driving system for the synchronization of manipulations in robotic joint surgeries

Y Qin, M Ma, L Shen, H Wang, J Han - Machines, 2022 - mdpi.com
Surgical robots are increasingly important in orthopedic surgeries to assist or replace
surgeons in completing operations. During joint surgeries, the patient's joint needs to be …

Imaging sub-diffuse optical properties of cancerous and normal skin tissue using machine learning-aided spatial frequency domain imaging

AC Stier, W Goth, A Hurley, T Brown… - Journal of …, 2021 - spiedigitallibrary.org
Significance: Sub-diffuse optical properties may serve as useful cancer biomarkers, and
wide-field heatmaps of these properties could aid physicians in identifying cancerous tissue …

Radiance backscattered by a strongly scattering medium in the high spatial frequency limit

B Ilan, AD Kim, V Venugopalan - JOSA A, 2022 - opg.optica.org
We study the radiative transfer of a spatially modulated plane wave incident on a half-space
composed of a uniformly scattering and absorbing medium. For spatial frequencies that are …

Training generative adversarial networks for optical property mapping using synthetic image data

A Osman, J Crowley, GSD Gordon - Biomedical Optics Express, 2022 - opg.optica.org
We demonstrate the training of a generative adversarial network (GAN) for the prediction of
optical property maps (scattering and absorption) using spatial frequency domain imaging …

Deep Injective Prior for Inverse Scattering

AE Khorashadizadeh… - … on Antennas and …, 2023 - ieeexplore.ieee.org
In electromagnetic inverse scattering, the goal is to reconstruct object permittivity using
scattered waves. While deep learning has shown promise as an alternative to iterative …