4.7 Article

Detection and staging of chronic obstructive pulmonary disease using a computed tomography-based weakly supervised deep learning approach

Related references

Note: Only part of the references are listed.
Article Critical Care Medicine

Global Initiative for the Diagnosis, Management, and Prevention of Chronic Obstructive Lung Disease The 2020 GOLD Science Committee Report on COVID-19 and Chronic Obstructive Pulmonary Disease

David M. G. Halpin et al.

Summary: The COVID-19 pandemic has raised concerns about managing COPD patients and whether therapy adjustments are needed. The GOLD Science Committee provided an overview of COPD management during the pandemic, recommending caution with spirometry and maintaining infection control measures. Patients with COPD should continue their usual treatment but be monitored more closely if they develop moderate to severe COVID-19.

AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE (2021)

Article Computer Science, Artificial Intelligence

An interpretable classifier for high-resolution breast cancer screening images utilizing weakly supervised localization

Yiqiu Shen et al.

Summary: A novel neural network model is proposed for medical image analysis, addressing the unique properties of medical images. The model is trained with image-level labels only and can generate pixel-level saliency maps indicating possible malignant findings. The model outperforms existing methods and achieves high accuracy while being computationally efficient.

MEDICAL IMAGE ANALYSIS (2021)

Article Critical Care Medicine

Subtyping COPD by Using Visual and Quantitative CT Imaging Features

Jinkyeong Park et al.

CHEST (2020)

Article Radiology, Nuclear Medicine & Medical Imaging

Deep learning: definition and perspectives for thoracic imaging

Guillaume Chassagnon et al.

EUROPEAN RADIOLOGY (2020)

Article Engineering, Biomedical

DCT-MIL: Deep CNN transferred multiple instance learning for COPD identification using CT images

Caiwen Xu et al.

PHYSICS IN MEDICINE AND BIOLOGY (2020)

Article Critical Care Medicine

Imaging Advances in Chronic Obstructive Pulmonary Disease Insights from the Genetic Epidemiology of Chronic Obstructive Pulmonary Disease (COPDGene) Study

Surya P. Bhatt et al.

AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE (2019)

Article Computer Science, Information Systems

Classification and Quantification of Emphysema Using a Multi-Scale Residual Network

Liying Peng et al.

IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS (2019)

Article Biochemistry & Molecular Biology

A guide to deep learning in healthcare

Andre Esteva et al.

NATURE MEDICINE (2019)

Editorial Material Respiratory System

Underdiagnosis of chronic obstructive pulmonary disease: should smokers be offered routine spirometry tests?

Rogelio Perez-Padilla et al.

EXPERT REVIEW OF RESPIRATORY MEDICINE (2018)

Article Public, Environmental & Occupational Health

Identification of Chronic Obstructive Pulmonary Disease Axes That Predict All-Cause Mortality The COPDGene Study

Gregory L. Kinney et al.

AMERICAN JOURNAL OF EPIDEMIOLOGY (2018)

Article Critical Care Medicine

Disease Staging and Prognosis in Smokers Using Deep Learning in Chest Computed Tomography

German Gonzalez et al.

AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE (2018)

Article Biochemistry & Molecular Biology

Identifying Medical Diagnoses and Treatable Diseases by Image-Based Deep Learning

Daniel S. Kermany et al.

Article Radiology, Nuclear Medicine & Medical Imaging

CT-based Visual Classification of Emphysema: Association with Mortality in the COPDGene Study

David A. Lynch et al.

RADIOLOGY (2018)

Article Multidisciplinary Sciences

Automatic emphysema detection using weakly labeled HRCT lung images

Isabel Pino Pena et al.

PLOS ONE (2018)

Article Radiology, Nuclear Medicine & Medical Imaging

What Does Deep Learning See? Insights From a Classifier Trained to Predict Contrast Enhancement Phase From CT Images

Kenneth A. Philbrick et al.

AMERICAN JOURNAL OF ROENTGENOLOGY (2018)

Article Respiratory System

COPD biomarkers and phenotypes: opportunities for better outcomes with precision imaging

George R. Washko et al.

EUROPEAN RESPIRATORY JOURNAL (2018)

Proceedings Paper Computer Science, Theory & Methods

Convolutional Neural Network Based COPD and Emphysema Classifications Are Predictive of Lung Cancer Diagnosis

Charles Hatt et al.

IMAGE ANALYSIS FOR MOVING ORGAN, BREAST, AND THORACIC IMAGES (2018)

Article Medicine, General & Internal

Clinical Significance of Symptoms in Smokers with Preserved Pulmonary Function

Prescott G. Woodruff et al.

NEW ENGLAND JOURNAL OF MEDICINE (2016)

Article Critical Care Medicine

Determinants of Underdiagnosis of COPD in National and International Surveys

Bernd Lamprecht et al.

CHEST (2015)

Article Radiology, Nuclear Medicine & Medical Imaging

ESR/ERS white paper on lung cancer screening

Hans-Ulrich Kauczor et al.

EUROPEAN RADIOLOGY (2015)

Editorial Material Medicine, General & Internal

TOO MUCH MEDICINE Chronic obstructive pulmonary disease: missed diagnosis versus misdiagnosis

Martin R. Miller et al.

BMJ-BRITISH MEDICAL JOURNAL (2015)

Editorial Material Medicine, General & Internal

TOO MUCH MEDICINE Chronic obstructive pulmonary disease: missed diagnosis versus misdiagnosis

Martin R. Miller et al.

BMJ-BRITISH MEDICAL JOURNAL (2015)

Article Critical Care Medicine

Computed Tomographic Measures of Pulmonary Vascular Morphology in Smokers and Their Clinical Implications

Raul San Jose Estepar et al.

AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE (2013)

Editorial Material Medicine, General & Internal

Review: Low-dose CT screening reduces lung cancer and mortality in current or former smokers

Christopher Lathan et al.

ANNALS OF INTERNAL MEDICINE (2013)

Article Respiratory System

Case-finding options for COPD: results from the Burden of Obstructive Lung Disease Study

Anamika Jithoo et al.

EUROPEAN RESPIRATORY JOURNAL (2013)

Article Medicine, General & Internal

Reduced Lung-Cancer Mortality with Low-Dose Computed Tomographic Screening

Denise R. Aberle et al.

NEW ENGLAND JOURNAL OF MEDICINE (2011)

Article Mathematical & Computational Biology

Estimation of the Youden index and its associated cutoff point

R Fluss et al.

BIOMETRICAL JOURNAL (2005)