[HTML][HTML] Deep learning based synthesis of MRI, CT and PET: Review and analysis

S Dayarathna, KT Islam, S Uribe, G Yang, M Hayat… - Medical image …, 2024 - Elsevier
Medical image synthesis represents a critical area of research in clinical decision-making,
aiming to overcome the challenges associated with acquiring multiple image modalities for …

The state of the art in kidney and kidney tumor segmentation in contrast-enhanced CT imaging: Results of the KiTS19 challenge

N Heller, F Isensee, KH Maier-Hein, X Hou, C Xie… - Medical image …, 2021 - Elsevier
There is a large body of literature linking anatomic and geometric characteristics of kidney
tumors to perioperative and oncologic outcomes. Semantic segmentation of these tumors …

Learn2Reg: comprehensive multi-task medical image registration challenge, dataset and evaluation in the era of deep learning

A Hering, L Hansen, TCW Mok… - … on Medical Imaging, 2022 - ieeexplore.ieee.org
Image registration is a fundamental medical image analysis task, and a wide variety of
approaches have been proposed. However, only a few studies have comprehensively …

[HTML][HTML] SynthSeg: Segmentation of brain MRI scans of any contrast and resolution without retraining

B Billot, DN Greve, O Puonti, A Thielscher… - Medical image …, 2023 - Elsevier
Despite advances in data augmentation and transfer learning, convolutional neural
networks (CNNs) difficultly generalise to unseen domains. When segmenting brain scans …

Why rankings of biomedical image analysis competitions should be interpreted with care

L Maier-Hein, M Eisenmann, A Reinke… - Nature …, 2018 - nature.com
International challenges have become the standard for validation of biomedical image
analysis methods. Given their scientific impact, it is surprising that a critical analysis of …

A survey of medical image registration–under review

MA Viergever, JBA Maintz, S Klein, K Murphy… - Medical image …, 2016 - Elsevier
A retrospective view on the past two decades of the field of medical image registration is
presented, guided by the article “A survey of medical image registration”(Maintz and …

Medical image registration: a review

FPM Oliveira, JMRS Tavares - Computer methods in biomechanics …, 2014 - Taylor & Francis
This paper presents a review of automated image registration methodologies that have been
used in the medical field. The aim of this paper is to be an introduction to the field, provide …

elastix: A Toolbox for Intensity-Based Medical Image Registration

S Klein, M Staring, K Murphy… - IEEE transactions on …, 2009 - ieeexplore.ieee.org
Medical image registration is an important task in medical image processing. It refers to the
process of aligning data sets, possibly from different modalities (eg, magnetic resonance …

Highly accurate inverse consistent registration: a robust approach

M Reuter, HD Rosas, B Fischl - Neuroimage, 2010 - Elsevier
The registration of images is a task that is at the core of many applications in computer
vision. In computational neuroimaging where the automated segmentation of brain …

Improved optimization for the robust and accurate linear registration and motion correction of brain images

M Jenkinson, P Bannister, M Brady, S Smith - Neuroimage, 2002 - Elsevier
Linear registration and motion correction are important components of structural and
functional brain image analysis. Most modern methods optimize some intensity-based cost …