Automatic classification of dopamine transporter SPECT: deep convolutional neural networks can be trained to be robust with respect to variable image characteristics

Predicting cognitive decline with deep learning of brain metabolism and amyloid imaging

(2018) Hongyoon Choi et al.   BEHAVIOURAL BRAIN RESEARCH

Adaptive template generation for amyloid PET using a deep learning approach

(2018) Seung Kwan Kang et al.   HUMAN BRAIN MAPPING

Multiscale deep neural network based analysis of FDG-PET images for the early diagnosis of Alzheimer’s disease

(2018) Donghuan Lu et al.   MEDICAL IMAGE ANALYSIS

3D conditional generative adversarial networks for high-quality PET image estimation at low dose

(2018) Yan Wang et al.   NEUROIMAGE

Automatic lesion detection and segmentation of 18F-FET PET in gliomas: A full 3D U-Net convolutional neural network study

(2018) Paul Blanc-Durand et al.   PLoS One

Deep Learning MR Imaging–based Attenuation Correction for PET/MR Imaging

(2018) Fang Liu et al.   RADIOLOGY

Multimodal Neuroimaging Feature Learning With Multimodal Stacked Deep Polynomial Networks for Diagnosis of Alzheimer's Disease

(2018) Jun Shi et al.   IEEE Journal of Biomedical and Health Informatics

Classification of Alzheimer’s Disease by Combination of Convolutional and Recurrent Neural Networks Using FDG-PET Images

(2018) Manhua Liu et al.   Frontiers in Neuroinformatics

Convolutional Neural Networks for Neuroimaging in Parkinson’s Disease: Is Preprocessing Needed?

(2018) Francisco J. Martinez-Murcia et al.   International Journal of Neural Systems

Using deep neural networks along with dimensionality reduction techniques to assist the diagnosis of neurodegenerative disorders

(2018) F Segovia et al.   LOGIC JOURNAL OF THE IGPL

Artificial intelligence in the diagnosis of Parkinson’s disease from ioflupane-123 single-photon emission computed tomography dopamine transporter scans using transfer learning

(2018) Daniel H. Kim et al.   NUCLEAR MEDICINE COMMUNICATIONS

Effective feature learning and fusion of multimodality data using stage-wise deep neural network for dementia diagnosis

(2018) Tao Zhou et al.   HUMAN BRAIN MAPPING

One-shot domain adaptation in multiple sclerosis lesion segmentation using convolutional neural networks

(2018) Sergi Valverde et al.   NeuroImage-Clinical

A Deep Learning Model to Predict a Diagnosis of Alzheimer Disease by Using 18F-FDG PET of the Brain

(2018) Yiming Ding et al.   RADIOLOGY

Extraction, selection and comparison of features for an effective automated computer-aided diagnosis of Parkinson’s disease based on [123I]FP-CIT SPECT images

(2017) Francisco P. M. Oliveira et al.   EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING

Diagnostic Performance of the Visual Reading of123I-Ioflupane SPECT Images With or Without Quantification in Patients With Movement Disorders or Dementia

(2017) Jan Booij et al.   JOURNAL OF NUCLEAR MEDICINE

A survey on deep learning in medical image analysis

(2017) Geert Litjens et al.   MEDICAL IMAGE ANALYSIS

Deep auto-context convolutional neural networks for standard-dose PET image estimation from low-dose PET/MRI

(2017) Lei Xiang et al.   NEUROCOMPUTING

Refining diagnosis of Parkinson's disease with deep learning-based interpretation of dopamine transporter imaging

(2017) Hongyoon Choi et al.   NeuroImage-Clinical

The impact of reconstruction and scanner characterisation on the diagnostic capability of a normal database for [123I]FP-CIT SPECT imaging

(2017) John C. Dickson et al.   EJNMMI Research

Implementation of the European multicentre database of healthy controls for [123I]FP-CIT SPECT increases diagnostic accuracy in patients with clinically uncertain parkinsonian syndromes

(2016) Nathalie L. Albert et al.   EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING

Computed-tomography-guided anatomic standardization for quantitative assessment of dopamine transporter SPECT

(2016) Kota Yokoyama et al.   EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING

Reduction in camera-specific variability in [123I]FP-CIT SPECT outcome measures by image reconstruction optimized for multisite settings: impact on age-dependence of the specific binding ratio in the ENC-DAT database of healthy controls

(2016) Ralph Buchert et al.   EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING

Deep learning

(2015) Yann LeCun et al.   NATURE

Extrastriatal binding of [123I]FP-CIT in the thalamus and pons: gender and age dependencies assessed in a European multicentre database of healthy controls

(2014) Walter Koch et al.   EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING

Individual-Reader Diagnostic Performance and Between-Reader Agreement in Assessment of Subjects with Parkinsonian Syndrome or Dementia Using 123I-Ioflupane Injection (DaTscan) Imaging

(2014) J. P. Seibyl et al.   JOURNAL OF NUCLEAR MEDICINE

Global scaling for semi-quantitative analysis in FP-CIT SPECT

(2014) D. Kupitz et al.   NUKLEARMEDIZIN-NUCLEAR MEDICINE

CT-Based Attenuation Correction in I-123-Ioflupane SPECT

(2014) Catharina Lange et al.   PLoS One

Is ioflupane I123 injection diagnostically effective in patients with movement disorders and dementia? Pooled analysis of four clinical trials

(2014) J. T. O'Brien et al.   BMJ Open

Radius dependence of FP-CIT quantification: a Monte Carlo-based simulation study

(2013) Walter Koch et al.   ANNALS OF NUCLEAR MEDICINE

Nigrostriatal Dopamine Terminal Imaging with Dopamine Transporter SPECT: An Update

(2013) K. Tatsch et al.   JOURNAL OF NUCLEAR MEDICINE

Value of Semiquantitative Analysis for Clinical Reporting of 123I-2- -Carbomethoxy-3 -(4-Iodophenyl)-N-(3-Fluoropropyl)Nortropane SPECT Studies

(2013) T. A. Soderlund et al.   JOURNAL OF NUCLEAR MEDICINE

Automatic semi-quantification of [123I]FP-CIT SPECT scans in healthy volunteers using BasGan version 2: results from the ENC-DAT database

(2012) Flavio Nobili et al.   EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING

European multicentre database of healthy controls for [123I]FP-CIT SPECT (ENC-DAT): age-related effects, gender differences and evaluation of different methods of analysis

(2012) Andrea Varrone et al.   EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING

Clinical use of brain volumetry

(2012) Antonio Giorgio et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Calibration of gamma camera systems for a multicentre European 123I-FP-CIT SPECT normal database

(2011) Livia Tossici-Bolt et al.   EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING

SNM Practice Guideline for Dopamine Transporter Imaging with 123I-Ioflupane SPECT 1.0

(2011) D. S. W. Djang et al.   JOURNAL OF NUCLEAR MEDICINE

The Parkinson Progression Marker Initiative (PPMI)

(2011) Kenneth Marek et al.   PROGRESS IN NEUROBIOLOGY

SPECT imaging evaluation in movement disorders: far beyond visual assessment

(2010) Kosmas Badiavas et al.   EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING

EANM procedure guidelines for brain neurotransmission SPECT using 123I-labelled dopamine transporter ligands, version 2

(2009) Jacques Darcourt et al.   EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING

Reducing between scanner differences in multi-center PET studies

(2009) Aniket Joshi et al.   NEUROIMAGE

The cost effectiveness of 123I-FP-CIT SPECT imaging in patients with an uncertain clinical diagnosis of parkinsonism

(2008) Koen Van Laere et al.   EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING