Fusion deep learning approach combining diffuse optical tomography and ultrasound for improving breast cancer classification

M Zhang, M Xue, S Li, Y Zou, Q Zhu - Biomedical Optics Express, 2023 - opg.optica.org
Diffuse optical tomography (DOT) is a promising technique that provides functional
information related to tumor angiogenesis. However, reconstructing the DOT function map of …

[HTML][HTML] Fast and low-dose medical imaging generation empowered by hybrid deep-learning and iterative reconstruction

S Liao, Z Mo, M Zeng, J Wu, Y Gu, G Li, G Quan… - Cell Reports …, 2023 - cell.com
Fast and low-dose reconstructions of medical images are highly desired in clinical routines.
We propose a hybrid deep-learning and iterative reconstruction (hybrid DL-IR) framework …

Mathematical and numerical challenges in diffuse optical tomography inverse problems

A Aspri, A Benfenati, P Causin… - … Dynamical Systems-S, 2024 - aimsciences.org
Computed Tomography (CT) is an essential imaging tool for medical inspection, diagnosis
and prevention. While X-rays CT is a consolidated technology, there is nowadays a strong …

An optical sensory system for assessment of residual cancer burden in breast cancer patients undergoing neoadjuvant chemotherapy

S Momtahen, M Momtahen, R Ramaseshan… - Sensors, 2023 - mdpi.com
Breast cancer patients undergoing neoadjuvant chemotherapy (NAC) require precise and
accurate evaluation of treatment response. Residual cancer burden (RCB) is a prognostic …

Two-stage classification strategy for breast cancer diagnosis using ultrasound-guided diffuse optical tomography and deep learning

M Zhang, S Li, M Xue, Q Zhu - Journal of Biomedical Optics, 2023 - spiedigitallibrary.org
Significance Ultrasound (US)-guided diffuse optical tomography (DOT) has demonstrated
great potential for breast cancer diagnosis in which real-time or near real-time diagnosis …

Automated pipeline for breast cancer diagnosis using US assisted diffuse optical tomography

M Xue, M Zhang, S Li, Y Zou, Q Zhu - Biomedical Optics Express, 2023 - opg.optica.org
Ultrasound (US)-guided diffuse optical tomography (DOT) is a portable and non-invasive
imaging modality for breast cancer diagnosis and treatment response monitoring. However …

Multi-channel and multi-scale separable dilated convolutional neural network with attention mechanism for flue-cured tobacco classification

M Xu, J Gao, Z Zhang, X Guo - Neural Computing and Applications, 2023 - Springer
Tobacco classification is a challenging research topic and plays a crucial role in the process
of cigarette production. Tobacco classification mainly relies on manual selection, which is …

[HTML][HTML] Deep orthogonal multi-wavelength fusion for tomogram-free diagnosis in diffuse optical imaging

HB Yedder, B Cardoen, M Shokoufi… - Computers in Biology …, 2024 - Elsevier
Novel portable diffuse optical tomography (DOT) devices for breast cancer lesions hold
great promise for non-invasive, non-ionizing breast cancer screening. Critical to this …

Periodic-net: an end-to-end data driven framework for diffuse optical imaging of breast cancer from noisy boundary data

N Murad, MC Pan, YF Hsu - Journal of Biomedical Optics, 2023 - spiedigitallibrary.org
Significance The machine learning (ML) approach plays a critical role in assessing
biomedical imaging processes especially optical imaging (OI) including segmentation …

Image Reconstruction of Electrical Capacitance Tomography Based on ADMM-Net

D Lu, L Zhang - IEEE Sensors Journal, 2023 - ieeexplore.ieee.org
This article proposes a method that combines the alternating direction method of multipliers
(ADMMs) algorithm with neural networks based on the compressed sensing principle to …