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

S Soffer, E Klang, O Shimon, Y Barash, N Cahan… - Scientific reports, 2021 - nature.com
Computed tomographic pulmonary angiography (CTPA) is the gold standard for pulmonary
embolism (PE) diagnosis. However, this diagnosis is susceptible to misdiagnosis. In this …

Models genesis

Z Zhou, V Sodha, J Pang, MB Gotway, J Liang - Medical image analysis, 2021 - Elsevier
Transfer learning from natural images to medical images has been established as one of the
most practical paradigms in deep learning for medical image analysis. To fit this paradigm …

Automated detection of pulmonary embolism in CT pulmonary angiograms using an AI-powered algorithm

T Weikert, DJ Winkel, J Bremerich, B Stieltjes… - European …, 2020 - Springer
Objectives To evaluate the performance of an AI-powered algorithm for the automatic
detection of pulmonary embolism (PE) on chest computed tomography pulmonary …

Automated detection of pulmonary embolism from CT-angiograms using deep learning

H Huhtanen, M Nyman, T Mohsen, A Virkki… - BMC Medical …, 2022 - Springer
Background The aim of this study was to develop and evaluate a deep neural network
model in the automated detection of pulmonary embolism (PE) from computed tomography …

Learning fixed points in generative adversarial networks: From image-to-image translation to disease detection and localization

MMR Siddiquee, Z Zhou, N Tajbakhsh… - Proceedings of the …, 2019 - openaccess.thecvf.com
Generative adversarial networks (GANs) have ushered in a revolution in image-to-image
translation. The development and proliferation of GANs raises an interesting question: can …

[HTML][HTML] Modern imaging of acute pulmonary embolism

CMM de Jong, LJM Kroft, TE van Mens, MV Huisman… - Thrombosis research, 2024 - Elsevier
The first-choice imaging test for visualization of thromboemboli in the pulmonary vasculature
in patients with suspected acute pulmonary embolism (PE) is multidetector computed …

Seeking an optimal approach for Computer-aided Diagnosis of Pulmonary Embolism

NU Islam, Z Zhou, S Gehlot, MB Gotway, J Liang - Medical image analysis, 2024 - Elsevier
Pulmonary Embolism (PE) represents a thrombus (“blood clot”), usually originating from a
lower extremity vein, that travels to the blood vessels in the lung, causing vascular …

IoMT-enabled computer-aided diagnosis of pulmonary embolism from computed tomography scans using deep learning

M Khan, PM Shah, IA Khan, S Islam, Z Ahmad, F Khan… - Sensors, 2023 - mdpi.com
The Internet of Medical Things (IoMT) has revolutionized Ambient Assisted Living (AAL) by
interconnecting smart medical devices. These devices generate a large amount of data …

Prospective evaluation of AI triage of pulmonary emboli on CT pulmonary angiograms

SA Rothenberg, CH Savage, A Abou Elkassem… - Radiology, 2023 - pubs.rsna.org
Background Artificial intelligence (AI) algorithms have shown high accuracy for detection of
pulmonary embolism (PE) on CT pulmonary angiography (CTPA) studies in academic …

Medical transformer: Universal brain encoder for 3D MRI analysis

E Jun, S Jeong, DW Heo, HI Suk - arXiv preprint arXiv:2104.13633, 2021 - arxiv.org
Transfer learning has gained attention in medical image analysis due to limited annotated
3D medical datasets for training data-driven deep learning models in the real world. Existing …