Going deep in medical image analysis: concepts, methods, challenges, and future directions

F Altaf, SMS Islam, N Akhtar, NK Janjua - IEEE Access, 2019 - ieeexplore.ieee.org
Medical image analysis is currently experiencing a paradigm shift due to deep learning. This
technology has recently attracted so much interest of the Medical Imaging Community that it …

HeadLocNet: Deep convolutional neural networks for accurate classification and multi-landmark localization of head CTs

D Zhang, J Wang, JH Noble, BM Dawant - Medical image analysis, 2020 - Elsevier
Cochlear implants (CIs) are used to treat subjects with hearing loss. In a CI surgery, an
electrode array is inserted into the cochlea to stimulate auditory nerves. After surgery, CIs …

Improving rehabilitation of deaf patients by advanced imaging before cochlear implantation

R Quatre, S Schmerber, A Attyé - Journal of Neuroradiology, 2024 - Elsevier
Introduction Cochlear implants have advanced the management of severe to profound
deafness. However, there is a strong disparity in hearing performance after implantation …

Two-level training of a 3D U-Net for accurate segmentation of the intra-cochlear anatomy in head CTs with limited ground truth training data

D Zhang, R Banalagay, J Wang, Y Zhao… - Medical Imaging …, 2019 - spiedigitallibrary.org
Cochlear implants (CIs) use electrode arrays that are surgically inserted into the cochlea to
treat patients with hearing loss. For CI recipients, sound bypasses the natural transduction …

Machine Learning-Based Techniques For Automating Image-Guided Cochlear Implant Programming

D Zhang - 2019 - search.proquest.com
Abstract Cochlear Implants (CIs) are neural prosthetics that are used to treat patients with
profound hearing loss. In surgery, an electrode array is threaded into the cochlea. Post …

Deep learning augmentation for medical image analysis

F Altaf - 2022 - ro.ecu.edu.au
Deep learning is at the center of the current rise of computer aided diagnosis in medical
imaging. This technology has the ability to mimic extremely complex mathematical functions …

Localization and labeling of cervical vertebral bones in the micro-CT images of rabbit fetuses using a 3D deep convolutional neural network

A Chen, D Xue, T Shah, CDG Hines… - Medical Imaging …, 2019 - spiedigitallibrary.org
In developmental and reproductive toxicology (DART) studies, high-throughput micro-CT
imaging of Dutch-Belted rabbit fetuses has been used as a method for the assessment of …

Automated localization and segmentation of vertebrae in the micro-CT images of rabbit fetuses using 3D Convolutional Neural Networks

A Chen, S Gona, D Xue, T Shah… - Medical Imaging …, 2021 - spiedigitallibrary.org
In the pharmaceutical industry, micro-CT images of Dutch-Belted rabbit fetuses have been
used for the assessment of compound-induced skeletal abnormalities in developmental and …

Preoperative Surgical Planning

JL Fauser - 2020 - diglib.eg.org
Since several decades, minimally-invasive surgery has continuously improved both clinical
workflow and outcome. Such procedures minimize patient trauma, decrease hospital stay or …