AIMC Topic: Deep Learning

Clear Filters Showing 20941 to 20950 of 28423 articles

Classification of COVID-19 patients from chest CT images using multi-objective differential evolution-based convolutional neural networks.

European journal of clinical microbiology & infectious diseases : official publication of the European Society of Clinical Microbiology Apr 27, 2020
Early classification of 2019 novel coronavirus disease (COVID-19) is essential for disease cure and control. Compared with reverse-transcription polymerase chain reaction (RT-PCR), chest computed tomography (CT) imaging may be a significantly more tr...
Pandemics COVID-19 Tomography, X-Ray Computed Humans Neural Networks, Computer Deep Learning Reverse Transcriptase Polymerase Chain Reaction Coronavirus Infections SARS-CoV-2 Sensitivity and Specificity Lung Pneumonia, Viral False Positive Reactions Clinical Laboratory Techniques Betacoronavirus COVID-19 Testing Image Interpretation, Computer-Assisted False Negative Reactions
View on PubMed DOI

High quality proton portal imaging using deep learning for proton radiation therapy: a phantom study.

Biomedical physics & engineering express Apr 27, 2020
Purpose; For shoot-through proton treatments, like FLASH radiotherapy, there will be protons exiting the patient which can be used for proton portal imaging (PPI), revealing valuable information for the validation of tumor location in the beam's-eye-...
Protons Scattering, Radiation Phantoms, Imaging Proton Therapy Algorithms Nonlinear Dynamics Neoplasms Computer Simulation Signal-To-Noise Ratio Deep Learning Humans Reproducibility of Results Radiotherapy Image Processing, Computer-Assisted Neural Networks, Computer
View on PubMed DOI

Deep learning for the determination of myometrial invasion depth and automatic lesion identification in endometrial cancer MR imaging: a preliminary study in a single institution.

European radiology Apr 26, 2020
OBJECTIVE: To determine the diagnostic performance of a deep learning (DL) model in evaluating myometrial invasion (MI) depth on T2-weighted imaging (T2WI)-based endometrial cancer (EC) MR imaging (ECM).
Endometrial Neoplasms Myometrium Deep Learning Humans Magnetic Resonance Imaging Algorithms Neoplasm Invasiveness Retrospective Studies Female Middle Aged
View on PubMed DOI

Using Deep Learning to Automate Goldmann Applanation Tonometry Readings.

Ophthalmology Apr 25, 2020
PURPOSE: To develop an objective and automated method for measuring intraocular pressure using deep learning and fixed-force Goldmann applanation tonometry (GAT) techniques.
Tonometry, Ocular Middle Aged Humans Deep Learning Female Glaucoma Cross-Sectional Studies ROC Curve Prospective Studies Reproducibility of Results Intraocular Pressure Aged Male
View on PubMed DOI

Comparison of deep learning models for natural language processing-based classification of non-English head CT reports.

Neuroradiology Apr 25, 2020
PURPOSE: Natural language processing (NLP) can be used for automatic flagging of radiology reports. We assessed deep learning models for classifying non-English head CT reports.
Humans Natural Language Processing Emergency Service, Hospital Head Retrospective Studies Tomography, X-Ray Computed Deep Learning
View on PubMed DOI

A cross-modal 3D deep learning for accurate lymph node metastasis prediction in clinical stage T1 lung adenocarcinoma.

Lung cancer (Amsterdam, Netherlands) Apr 25, 2020
OBJECTIVES: The evaluation of lymph node (LN) status by radiologists based on preoperative computed tomography (CT) lacks high precision for early lung cancer patients; erroneous evaluations result in inappropriate therapeutic plans and increase the ...
Adenocarcinoma of Lung Humans Tomography, X-Ray Computed Deep Learning Lung Neoplasms Lymph Nodes Lymphatic Metastasis
View on PubMed DOI

Clinically Feasible and Accurate View Classification of Echocardiographic Images Using Deep Learning.

Biomolecules Apr 25, 2020
A proper echocardiographic study requires several video clips recorded from different acquisition angles for observation of the complex cardiac anatomy. However, these video clips are not necessarily labeled in a database. Identification of the acqui...
Middle Aged Deep Learning Image Processing, Computer-Assisted Male Echocardiography Humans Female Aged
View on PubMed DOI

DART: Domain-Adversarial Residual-Transfer networks for unsupervised cross-domain image classification.

Neural networks : the official journal of the International Neural Network Society Apr 24, 2020
The accuracy of deep learning (e.g., convolutional neural networks) for an image classification task critically relies on the amount of labeled training data. Aiming to solve an image classification task on a new domain that lacks labeled data but ga...
Humans Neural Networks, Computer Deep Learning Unsupervised Machine Learning Pattern Recognition, Automated
View on PubMed DOI

Evaluating Scalable Uncertainty Estimation Methods for Deep Learning-Based Molecular Property Prediction.

Journal of chemical information and modeling Apr 24, 2020
Advances in deep neural network (DNN)-based molecular property prediction have recently led to the development of models of remarkable accuracy and generalization ability, with graph convolutional neural networks (GCNNs) reporting state-of-the-art pe...
Deep Learning Bayes Theorem Uncertainty Neural Networks, Computer
View on PubMed DOI

Automating in vivo cardiac diffusion tensor postprocessing with deep learning-based segmentation.

Magnetic resonance in medicine Apr 23, 2020
PURPOSE: In this work we develop and validate a fully automated postprocessing framework for in vivo diffusion tensor cardiac magnetic resonance (DT-CMR) data powered by deep learning.
Artifacts Humans Neural Networks, Computer Deep Learning Magnetic Resonance Imaging Heart
View on PubMed DOI
Popular Topics
Recent Journals