The Past, Present, and Future Role of Artificial Intelligence in Ventilation/Perfusion Scintigraphy: A Systematic Review

A deep learning method for translating 3DCT to SPECT ventilation imaging: First comparison with 81m Kr‐gas SPECT ventilation imaging

(2022) Tomohiro Kajikawa et al.   MEDICAL PHYSICS

Investigating the use of machine learning to generate ventilation images from CT scans

(2022) James Grover et al.   MEDICAL PHYSICS

Clinical and phantom validation of a deep learning based denoising algorithm for F-18-FDG PET images from lower detection counting in comparison with the standard acquisition

(2022) Gerald Bonardel et al.   EJNMMI Physics

Lung Ventilation/Perfusion Scintigraphy for the Screening of Chronic Thromboembolic Pulmonary Hypertension (CTEPH): Which Criteria to Use?

(2022) Romain Le Pennec et al.   Frontiers in Medicine

Artificial intelligence-based PET denoising could allow a two-fold reduction in [18F]FDG PET acquisition time in digital PET/CT

(2022) Kathleen Weyts et al.   EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING

Convolutional neural network–based metal and streak artifacts reduction in dental CT images with sparse‐view sampling scheme

(2022) Seongjun Kim et al.   MEDICAL PHYSICS

Ultra high speed SPECT bone imaging enabled by a deep learning enhancement method: a proof of concept

(2022) Boyang Pan et al.   EJNMMI Physics

Deep Learning-Based Computed Tomography Perfusion Mapping (DL-CTPM) for Pulmonary CT-to-Perfusion Translation

(2021) Ge Ren et al.   INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS

Unsupervised Deep Anomaly Detection in Chest Radiographs

(2021) Takahiro Nakao et al.   JOURNAL OF DIGITAL IMAGING

Artificial intelligence for reduced dose 18F-FDG PET examinations: a real-world deployment through a standardized framework and business case assessment

(2021) Katia Katsari et al.   EJNMMI Physics

Clinical validation of time reduction strategy in continuous step-and-shoot mode during SPECT acquisition

(2021) Valentin Picone et al.   EJNMMI Physics

Investigation of a Novel Deep Learning-Based Computed Tomography Perfusion Mapping Framework for Functional Lung Avoidance Radiotherapy

(2021) Ge Ren et al.   Frontiers in Oncology

SPECTnet: a deep learning neural network for SPECT image reconstruction

(2021) Wenyi Shao et al.   Annals of Translational Medicine

Synthetic pulmonary perfusion images from 4DCT for functional avoidance using deep learning

(2021) Evan M Porter et al.   PHYSICS IN MEDICINE AND BIOLOGY

Deep learning for pulmonary embolism detection on computed tomography pulmonary angiogram: a systematic review and meta-analysis

(2021) Shelly Soffer et al.   Scientific Reports

The Impact of Artificial Intelligence CNN Based Denoising on FDG PET Radiomics

(2021) Cyril Jaudet et al.   Frontiers in Oncology

Ventilation/perfusion (V/Q) scanning in contemporary patients with pulmonary embolism: utilization rates and predictors of use in a multinational study

(2021) Pierre-Benoît Bonnefoy et al.   JOURNAL OF THROMBOSIS AND THROMBOLYSIS

Ventilation-Perfusion Scan: A Primer for Practicing Radiologists

(2021) Paul-Robert Derenoncourt et al.   RADIOGRAPHICS

CNN Variants for Computer Vision: History, Architecture, Application, Challenges and Future Scope

(2021) Dulari Bhatt et al.   Electronics

Spatially guided nonlocal mean approach for denoising of PET images

(2020) Hossein Arabi et al.   MEDICAL PHYSICS

Machine learning in quantitative PET: A review of attenuation correction and low-count image reconstruction methods

(2020) Tonghe Wang et al.   Physica Medica-European Journal of Medical Physics

Ultra-low-dose chest CT imaging of COVID-19 patients using a deep residual neural network

(2020) Isaac Shiri et al.   EUROPEAN RADIOLOGY

Intelligent Imaging in Nuclear Medicine: the Principles of Artificial Intelligence, Machine Learning and Deep Learning

(2020) Geoffrey Currie et al.   SEMINARS IN NUCLEAR MEDICINE

Reducing scan time of paediatric 99mTc-DMSA SPECT via deep learning

(2020) C. Lin et al.   CLINICAL RADIOLOGY

Trends in Imaging for Suspected Pulmonary Embolism Across US Health Care Systems, 2004 to 2016

(2020) Ralph C. Wang et al.   JAMA Network Open

Perfusion Scintigraphy in Diagnosis and Management of Thromboembolic Pulmonary Hypertension

(2019) Farshad Moradi et al.   RADIOGRAPHICS

Generation of virtual lung single‐photon emission computed tomography/CT fusion images for functional avoidance radiotherapy planning using machine learning algorithms

(2019) Bum‐Sup Jang et al.   Journal of Medical Imaging and Radiation Oncology

Global Strategy for the Diagnosis, Management, and Prevention of Chronic Obstructive Lung Disease: The GOLD Science Committee Report 2019

(2019) Dave Singh et al.   EUROPEAN RESPIRATORY JOURNAL

Changes in ventilation and perfusion following lower lobe endoscopic lung volume reduction (ELVR) with endobronchial valves in severe COPD

(2019) Li Yang et al.   Clinical Respiratory Journal

DeepPET: A deep encoder–decoder network for directly solving the PET image reconstruction inverse problem

(2019) Ida Häggström et al.   MEDICAL IMAGE ANALYSIS

Artificial intelligence, machine (deep) learning and radio(geno)mics: definitions and nuclear medicine imaging applications

(2019) Dimitris Visvikis et al.   EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING

Accelerated SPECT image reconstruction with FBP and an image enhancement convolutional neural network

(2019) Martijn M. A. Dietze et al.   EJNMMI Physics

EANM guideline for ventilation/perfusion single-photon emission computed tomography (SPECT) for diagnosis of pulmonary embolism and beyond

(2019) Marika Bajc et al.   EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING

Artificial intelligence in digital pathology — new tools for diagnosis and precision oncology

(2019) Kaustav Bera et al.   Nature Reviews Clinical Oncology

A Brief History of Lung Ventilation and Perfusion Imaging Over the 50-Year Tenure of the Editors of Seminars in Nuclear Medicine

(2019) Dale L. Bailey et al.   SEMINARS IN NUCLEAR MEDICINE

A deep learning method for producing ventilation images from 4DCT: First comparison with technegas SPECT ventilation

(2019) Zhiqiang Liu et al.   MEDICAL PHYSICS

Image Reconstruction: From Sparsity to Data-Adaptive Methods and Machine Learning

(2019) Saiprasad Ravishankar et al.   PROCEEDINGS OF THE IEEE

Diagnosis of Venous Thromboembolism: 20 Years of Progress

(2018) Philip S. Wells et al.   ANNALS OF INTERNAL MEDICINE

Deep Learning Renal Segmentation for Fully Automated Radiation Dose Estimation in Unsealed Source Therapy

(2018) Price Jackson et al.   Frontiers in Oncology

Image reconstruction by domain-transform manifold learning

(2018) Bo Zhu et al.   NATURE

What is Early COPD and Why is it Important?

(2018) Joan B. Soriano et al.   EUROPEAN RESPIRATORY JOURNAL

Lung Scintigraphy in COPD

(2018) Jann Mortensen et al.   SEMINARS IN NUCLEAR MEDICINE

Ventilation/Perfusion SPECT Imaging—Diagnosing Other Cardiopulmonary Diseases Beyond Pulmonary Embolism

(2018) Marika Bajc et al.   SEMINARS IN NUCLEAR MEDICINE

Ventilation perfusion pulmonary scintigraphy in the evaluation of pre-and post-lung transplant patients

(2018) Daniella F. Pinho et al.   Transplantation Reviews

Global Strategy for the Diagnosis, Management, and Prevention of Chronic Obstructive Lung Disease 2017 Report: GOLD Executive Summary

(2017) Claus F. Vogelmeier et al.   EUROPEAN RESPIRATORY JOURNAL

Identifying the heterogeneity of COPD by V/P SPECT: a new tool for improving the diagnosis of parenchymal defects and grading the severity of small airways disease

(2017) Marika Bajc et al.   International Journal of Chronic Obstructive Pulmonary Disease

Pulmonary Scintigraphy for the Diagnosis of Acute Pulmonary Embolism: A Survey of Current Practices in Australia, Canada, and France

(2015) P.-Y. Le Roux et al.   JOURNAL OF NUCLEAR MEDICINE

MRI-guided brain PET image filtering and partial volume correction

(2015) Jianhua Yan et al.   PHYSICS IN MEDICINE AND BIOLOGY

Postreconstruction Nonlocal Means Filtering of Whole-Body PET With an Anatomical Prior

(2014) Chung Chan et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Lung scintigraphy in the diagnosis of pulmonary embolism: current methods and interpretation criteria in clinical practice

(2013) Ajda Skarlovnik et al.   Radiology and Oncology

Diagnosis of pulmonary embolism

(2012) Pierre-Yves Le Roux et al.   NUCLEAR MEDICINE COMMUNICATIONS

EANM guidelines for ventilation/perfusion scintigraphy

(2009) M. Bajc et al.   EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING

EANM guidelines for ventilation/perfusion scintigraphy

(2009) M. Bajc et al.   EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING

What is the role of invasive versus non-invasive coronary angiography in the investigation of patients suspected to have coronary heart disease?

(2009) C. K. Chow et al.   INTERNAL MEDICINE JOURNAL

A clinical comparison between traditional planar V/Q images and planar images generated from SPECT V/Q scintigraphy

(2009) Benjamin Harris et al.   NUCLEAR MEDICINE COMMUNICATIONS

Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement

(2009) David Moher et al.   PLOS MEDICINE

A knowledge-based artificial neural network classifier for pulmonary embolism diagnosis

(2007) G. Serpen et al.   COMPUTERS IN BIOLOGY AND MEDICINE