Development and validation of an abnormality-derived deep-learning diagnostic system for major respiratory diseases
… actual deployment in the scenario where CT devices are less available. Further we deployed
… of major thoracic diseases based on chest radiographs. The multi-label abnormality results …
… of major thoracic diseases based on chest radiographs. The multi-label abnormality results …
Risk of bias in chest radiography deep learning foundation models
… of data from a total of 42,884 patients with 127,118 chest radiographs divided into three
sets for training (76,205 radiographs), validation (12,673 radiographs) and testing (38,240 …
sets for training (76,205 radiographs), validation (12,673 radiographs) and testing (38,240 …
Automated chest radiography and mass systematic screening for tuberculosis
F Madhani, RA Maniar, A Burfat… - … of Tuberculosis and …, 2020 - ingentaconnect.com
… -aided detection of pulmonary tuberculosis in chest radiographs: a validation study from sub-…
on chest radiography among private sector patients in Pakistan. Sci Rep 2018; 8(1): 12339. …
on chest radiography among private sector patients in Pakistan. Sci Rep 2018; 8(1): 12339. …
Performance of a deep learning algorithm compared with radiologic interpretation for lung cancer detection on chest radiographs in a health screening population
… chest radiograph, the chest radiograph was excluded because we could not guarantee whether
there was lung cancer on the chest radiograph… All chest radiographs in the validation test …
there was lung cancer on the chest radiograph… All chest radiographs in the validation test …
… radiographs: a novel approach achieving expert radiologist-level performance using a deep convolutional neural network trained on digital reconstructed radiographs …
… To avoid overfitting, we used a validation dataset containing 182 DRRs to select the
model with early-stopping. The processing time of the system to compute POa, including …
model with early-stopping. The processing time of the system to compute POa, including …
Estimating the accuracy of dual energy chest radiography for coronary calcium detection with lateral or anteroposterior orientations
… The fraction of CT CAC scores in the validation set of 0, 1–99… Two readers read the validation
set in a blinded, randomized … could be excluded in clinical deployment of DE CXR with …
set in a blinded, randomized … could be excluded in clinical deployment of DE CXR with …
Automated abnormality classification of chest radiographs using deep convolutional neural networks
… and performed seven-fold cross-validation on 11,652 chest radiographs (a subset of the
first … When deploying the trained model on the NIH dataset to the external dataset (Indiana …
first … When deploying the trained model on the NIH dataset to the external dataset (Indiana …
Deep learning to estimate lung disease mortality from chest radiographs
J Weiss, VK Raghu, D Bontempi, DC Christiani… - Nature …, 2023 - nature.com
… In this context, CXR-Lung-Risk could be deployed to automatically notify the treating … This
cloud-based instance facilitates future validation studies and allows users with minimal coding …
cloud-based instance facilitates future validation studies and allows users with minimal coding …
Recalibration of deep learning models for abnormality detection in smartphone-captured chest radiograph
… Again, we reached similar results as those in internal or external validation. The recalibrated
model (… and the recalibrated model has potential to be deployed to the real clinical works. …
model (… and the recalibrated model has potential to be deployed to the real clinical works. …
Model development for pneumonia detection from chest radiograph using transfer learning
OA Fagbuagun, O Nwankwo… - TELKOMNIKA …, 2022 - telkomnika.uad.ac.id
… have aroused research interests and has been deployed for the diagnosis of lung nodule
[29… The validation set were 16 images while the test set were 624 images. Labels were given to …
[29… The validation set were 16 images while the test set were 624 images. Labels were given to …