Ausgabe 13/2019
Inhalt (23 Artikel)
EJNMMI supplement: bringing AI and radiomics to nuclear medicine
Patrick Veit-Haibach, Irène Buvat, Ken Herrmann
Artificial intelligence, machine (deep) learning and radio(geno)mics: definitions and nuclear medicine imaging applications
Dimitris Visvikis, Catherine Cheze Le Rest, Vincent Jaouen, Mathieu Hatt
Towards clinical application of image mining: a systematic review on artificial intelligence and radiomics
Martina Sollini, Lidija Antunovic, Arturo Chiti, Margarita Kirienko
AI-based applications in hybrid imaging: how to build smart and truly multi-parametric decision models for radiomics
Isabella Castiglioni, Francesca Gallivanone, Paolo Soda, Michele Avanzo, Joseph Stancanello, Marco Aiello, Matteo Interlenghi, Marco Salvatore
Next generation research applications for hybrid PET/MR and PET/CT imaging using deep learning
Greg Zaharchuk
Physician centred imaging interpretation is dying out — why should I be a nuclear medicine physician?
Roland Hustinx
What can artificial intelligence teach us about the molecular mechanisms underlying disease?
Gary J. R. Cook, Vicky Goh
Why imaging data alone is not enough: AI-based integration of imaging, omics, and clinical data
Andreas Holzinger, Benjamin Haibe-Kains, Igor Jurisica
Artificial intelligence and radiomics in nuclear medicine: potentials and challenges
Cumali Aktolun
Quantitative imaging biomarkers in nuclear medicine: from SUV to image mining studies. Highlights from annals of nuclear medicine 2018
Martina Sollini, Francesco Bandera, Margarita Kirienko
Novel adversarial semantic structure deep learning for MRI-guided attenuation correction in brain PET/MRI
Hossein Arabi, Guodong Zeng, Guoyan Zheng, Habib Zaidi
Radiomic features of glucose metabolism enable prediction of outcome in mantle cell lymphoma
Marius E. Mayerhoefer, Christopher C. Riedl, Anita Kumar, Peter Gibbs, Michael Weber, Ilan Tal, Juliana Schilksy, Heiko Schöder
Integrating manual diagnosis into radiomics for reducing the false positive rate of 18F-FDG PET/CT diagnosis in patients with suspected lung cancer
Fei Kang, Wei Mu, Jie Gong, Shengjun Wang, Guoquan Li, Guiyu Li, Wei Qin, Jie Tian, Jing Wang
PET image denoising using unsupervised deep learning
Jianan Cui, Kuang Gong, Ning Guo, Chenxi Wu, Xiaxia Meng, Kyungsang Kim, Kun Zheng, Zhifang Wu, Liping Fu, Baixuan Xu, Zhaohui Zhu, Jiahe Tian, Huafeng Liu, Quanzheng Li
Prediction of outcome in anal squamous cell carcinoma using radiomic feature analysis of pre-treatment FDG PET-CT
P. J. Brown, J. Zhong, R. Frood, S. Currie, A. Gilbert, A. L. Appelt, D. Sebag-Montefiore, A. Scarsbrook
Automatic classification of dopamine transporter SPECT: deep convolutional neural networks can be trained to be robust with respect to variable image characteristics
Markus Wenzel, Fausto Milletari, Julia Krüger, Catharina Lange, Michael Schenk, Ivayla Apostolova, Susanne Klutmann, Marcus Ehrenburg, Ralph Buchert
Lack of evidence and criteria to evaluate artificial intelligence and radiomics tools to be implemented in clinical settings
Qian Zhou, Yi-heng Cao, Zhi-hang Chen
Reply to: “Lack of evidence and criteria to evaluate artificial intelligence and radiomics tools to be implemented in clinical settings”
Martina Sollini, Margarita Kirienko
From molecules to system failure: translational frontiers of multimodal imaging in neurodegenerative diseases
Thilo van Eimeren, Alexander Drzezga
Connectomics and molecular imaging in neurodegeneration
Gérard N. Bischof, Michael Ewers, Nicolai Franzmeier, Michel J. Grothe, Merle Hoenig, Ece Kocagoncu, Julia Neitzel, James B Rowe, Antonio Strafella, Alexander Drzezga, Thilo van Eimeren
Prospects and challenges of imaging neuroinflammation beyond TSPO in Alzheimer’s disease
Delphine Boche, Alexander Gerhard, Elena Rodriguez-Vieitez
Engineered antibodies: new possibilities for brain PET?
Dag Sehlin, Stina Syvänen, Bénédicte Ballanger, Henryk Barthel, Gérard N Bischof, Delphine Boche, Hennig Boecker, Karl Peter Bohn, Per Borghammer, Donna Cross, Donato Di Monte, Alexander Drzezga, Heike Endepols, Kathrin Giehl, Michel Goedert, Jochen Hammes, Oskar Hansson, Karl Herholz, Günter Höglinger, Merle Hönig, Frank Jessen, Thomas Klockgether, Pierre Lafaye, Adriaan Lammerstma, Eckhard Mandelkow, Eva-Maria Mandelkow, Andreas Maurer, Brit Mollenhauer, Bernd Neumaier, Agneta Nordberg, Özgur Onur, Kathrin Reetz, Elena Rodriguez-Vietez, Axel Rominger, James Rowe, Osama Sabri, Anja Schneider, Antonio Strafella, Stina Syvänen, Thilo van Eimeren, Neil Vasdev, Victor Villemagne, Dieter Willbold