Advances of deep learning in electrical impedance tomography image reconstruction

T Zhang, X Tian, XC Liu, JA Ye, F Fu, XT Shi… - … in Bioengineering and …, 2022 - frontiersin.org
Electrical impedance tomography (EIT) has been widely used in biomedical research
because of its advantages of real-time imaging and nature of being non-invasive and …

FISTA-Net: Learning a fast iterative shrinkage thresholding network for inverse problems in imaging

J Xiang, Y Dong, Y Yang - IEEE Transactions on Medical …, 2021 - ieeexplore.ieee.org
Inverse problems are essential to imaging applications. In this letter, we propose a model-
based deep learning network, named FISTA-Net, by combining the merits of interpretability …

Robust electrical impedance tomography for biological application: a mini review

Y Li, N Wang, LF Fan, PF Zhao, JH Li, L Huang… - Heliyon, 2023 - cell.com
Electrical impedance tomography (EIT) has been used by researchers across several areas
because of its low-cost and no-radiation properties. Researchers use complex conductivity …

Structure-aware dual-branch network for electrical impedance tomography in cell culture imaging

Z Chen, Y Yang - IEEE Transactions on Instrumentation and …, 2021 - ieeexplore.ieee.org
Electrical impedance tomography (EIT) is an emerging imaging modality to monitor 3D cell
culture dynamics through reconstructing the electrical properties of cell clusters. Recently …

Mask-guided spatial–temporal graph neural network for multifrequency electrical impedance tomography

Z Chen, Z Liu, L Ai, S Zhang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Multifrequency electrical impedance tomography (mfEIT) is an emerging biomedical imaging
modality that exploits frequency-dependent electrical properties. The mfEIT image …

Hybrid learning-based cell aggregate imaging with miniature electrical impedance tomography

Z Chen, Y Yang, PO Bagnaninchi - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Real-time, nondestructive, and label-free imaging of 3-D cell culture process using miniature
Electrical Impedance Tomography (mEIT) is an emerging topic in tissue engineering. Image …

Impedance-optical dual-modal cell culture imaging with learning-based information fusion

Z Liu, P Bagnaninchi, Y Yang - IEEE Transactions on Medical …, 2021 - ieeexplore.ieee.org
While Electrical Impedance Tomography (EIT) has found many biomedicine applications,
better image quality is needed to provide quantitative analysis for tissue engineering and …

Nonstationary image reconstruction in ultrasonic transmission tomography using Kalman filter and dimension reduction

G Liang, F Dong, V Kolehmainen… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
As a noninvasive and nonradiation imaging modality, ultrasonic transmission tomography
(UTT) has gained much attention in process parameter detections, such as multiphase flow …

Non-destructive monitoring of 3D cell cultures: new technologies and applications

M Cortesi, E Giordano - PeerJ, 2022 - peerj.com
Abstract 3D cell cultures are becoming the new standard for cell-based in vitro research, due
to their higher transferrability toward in vivo biology. The lack of established techniques for …

Multimodal image reconstruction of electrical impedance tomography using kernel method

Z Liu, Y Yang - IEEE Transactions on Instrumentation and …, 2021 - ieeexplore.ieee.org
The inverse problem of electrical impedance tomography (EIT) is nonlinear and severely ill-
posed, resulting in low image quality, which explicitly involves the aspects of structure …