Deep Learning

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3D dose prediction for Gamma Knife radiosurgery using deep learning and data modification.

Physica medica : PM : an international journal devoted to the applications of physics to medicine and biology : official journal of the Italian Association of Biomedical Physics (AIFB) Jan 30, 2023
PURPOSE: To develop a machine learning-based, 3D dose prediction methodology for Gamma Knife (GK) radiosurgery. The methodology accounts for cases involving targets of any number, size, and shape.
(3)
Humans Radiotherapy Planning, Computer-Assisted Radiotherapy Dosage Neoplasms Deep Learning Radiosurgery
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Deep Learning of ECG for the Prediction of Postoperative Atrial Fibrillation.

Circulation. Arrhythmia and electrophysiology Jan 30, 2023
Atrial Fibrillation Humans Deep Learning Electrocardiography Predictive Value of Tests
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An Overview of Deep Learning Methods for Left Ventricle Segmentation.

Computational intelligence and neuroscience Jan 30, 2023
Cardiac health diseases are one of the key causes of death around the globe. The number of heart patients has considerably increased during the pandemic. Therefore, it is crucial to assess and analyze the medical and cardiac images. Deep learning arc...
(2)
Neural Networks, Computer Deep Learning Image Processing, Computer-Assisted Magnetic Resonance Imaging Humans Heart Diseases Heart Heart Ventricles
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Improved UNet Deep Learning Model for Automatic Detection of Lung Cancer Nodules.

Computational intelligence and neuroscience Jan 30, 2023
Uncontrolled cell growth in the two spongy lung organs in the chest is the most prevalent kind of cancer. When cells from the lungs spread to other tissues and organs, this is referred to as metastasis. This work uses image processing, deep learning,...
(1)
Lung Neoplasms Image Processing, Computer-Assisted Neural Networks, Computer Tomography, X-Ray Computed Lung Deep Learning Humans
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A practical guide to deep-learning light-field microscopy for 3D imaging of biological dynamics.

STAR protocols Jan 29, 2023
Here, we present a step-by-step protocol for the implementation of deep-learning-enhanced light-field microscopy enabling 3D imaging of instantaneous biological processes. We first provide the instructions to build a light-field microscope (LFM) capa...
Heart Microscopy Deep Learning Neural Networks, Computer Imaging, Three-Dimensional
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Malaria Detection Using Advanced Deep Learning Architecture.

Sensors (Basel, Switzerland) Jan 29, 2023
Malaria is a life-threatening disease caused by parasites that are transmitted to humans through the bites of infected mosquitoes. The early diagnosis and treatment of malaria are crucial for reducing morbidity and mortality rates, particularly in de...
(1)
Humans Neural Networks, Computer Early Diagnosis Diagnosis, Computer-Assisted Deep Learning
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Deep Learning Denoising of Low-Dose Computed Tomography Chest Images: A Quantitative and Qualitative Image Analysis.

Journal of computer assisted tomography Jan 28, 2023
PURPOSE: To assess deep learning denoised (DLD) computed tomography (CT) chest images at various low doses by both quantitative and qualitative perceptual image analysis.
Image Processing, Computer-Assisted Radiographic Image Interpretation, Computer-Assisted Tomography, X-Ray Computed Deep Learning Humans Radiation Dosage Algorithms Signal-To-Noise Ratio
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A survey of machine learning-based methods for COVID-19 medical image analysis.

Medical & biological engineering & computing Jan 28, 2023
The ongoing COVID-19 pandemic caused by the SARS-CoV-2 virus has already resulted in 6.6 million deaths with more than 637 million people infected after only 30 months since the first occurrences of the disease in December 2019. Hence, rapid and accu...
Artificial Intelligence Machine Learning Humans SARS-CoV-2 Pandemics Deep Learning COVID-19
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Explainable deep learning model to predict invasive bacterial infection in febrile young infants: A retrospective study.

International journal of medical informatics Jan 28, 2023
BACKGROUND: Machine learning models have demonstrated superior performance in predicting invasive bacterial infection (IBI) in febrile infants compared to commonly used risk stratification criteria in recent studies. However, the black-box nature of ...
(1)
Body Temperature Bacterial Infections Fever Retrospective Studies Infant Deep Learning Child Humans
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Predicting origin for bone metastatic cancer using deep learning-based pathology.

EBioMedicine Jan 28, 2023
Deep Learning Bone Neoplasms Humans
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