AIMC Topic: Endosonography

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Development of convolutional neural network models that recognize normal anatomic structures during real-time radial-array and linear-array EUS (with videos).

Gastrointestinal endoscopy Oct 10, 2023
BACKGROUND AND AIMS: EUS is a high-skill technique that requires numerous procedures to achieve competence. However, training facilities are limited worldwide. Convolutional neural network (CNN) models have been previously implemented for object dete...
Prospective Studies Endosonography Videotape Recording Humans Neural Networks, Computer
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Validation of a real-time biliopancreatic endoscopic ultrasonography analytical device in China: a prospective, single-centre, randomised, controlled trial.

The Lancet. Digital health Sep 27, 2023
BACKGROUND: Endoscopic ultrasonography (EUS) is a key procedure for the diagnosis of biliopancreatic diseases. However, the performance among EUS endoscopists varies greatly and leads to blind spots during the operation, which can impair the health o...
China Endosonography Male Middle Aged Humans Prospective Studies Artificial Intelligence Female
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Endoscopic ultrasound diagnosis system based on deep learning in images capture and segmentation training of solid pancreatic masses.

Medical physics Apr 10, 2023
BACKGROUND: Early detection of solid pancreatic masses through contrast-enhanced harmonic endoscopic ultrasound (CH-EUS) is important. But CH-EUS is difficult to learn.
Humans Retrospective Studies Endosonography Pancreas Deep Learning Pancreatic Neoplasms
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Prospective assessment of pancreatic ductal adenocarcinoma diagnosis from endoscopic ultrasonography images with the assistance of deep learning.

Cancer Mar 31, 2023
BACKGROUND: Endosonographers are highly dependent on the diagnosis of pancreatic ductal adenocarcinoma (PDAC). The objectives of this study were to develop a deep-learning radiomics (DLR) model based on endoscopic ultrasonography (EUS) images for ide...
Endosonography Retrospective Studies Deep Learning Pancreatic Neoplasms Carcinoma, Pancreatic Ductal Humans Prospective Studies
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Deep learning for pancreatic diseases based on endoscopic ultrasound: A systematic review.

International journal of medical informatics Mar 18, 2023
BACKGROUND AND AIMS: Endoscopic ultrasonography (EUS) is one of the main examinations in pancreatic diseases. A series of the studies reported the application of deep learning (DL)-assisted EUS in the diagnosis of pancreatic diseases. This systematic...
Neural Networks, Computer Algorithms Humans Endosonography Deep Learning Pancreatic Diseases
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Introduction.

Best practice & research. Clinical gastroenterology Dec 3, 2022
Endoscopic ultrasound (EUS) was born from the combination of a high-frequency ultrasound probe with an endoscope to assess in detail the walls of the upper and lower gastrointestinal tract and surrounding organs and structures. The subsequent possibi...
Endosonography Gastrointestinal Diseases Humans Artificial Intelligence
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Deep learning-based diagnosis from endobronchial ultrasonography images of pulmonary lesions.

Scientific reports Aug 12, 2022
Endobronchial ultrasonography with a guide sheath (EBUS-GS) improves the accuracy of bronchoscopy. The possibility of differentiating benign from malignant lesions based on EBUS findings may be useful in making the correct diagnosis. The convolutiona...
Humans Lung Neoplasms Retrospective Studies Bronchoscopy Cohort Studies Lung Endosonography Ultrasonography Deep Learning
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Artificial intelligence implementation in pancreaticobiliary endoscopy.

Expert review of gastroenterology & hepatology Jun 14, 2022
INTRODUCTION: Artificial intelligence has been rapidly deployed in gastroenterology and endoscopy. The acceleration of deep convolutional neural networks along with hardware development has allowed implementation of artificial intelligence algorithms...
Bile Ducts Pancreas Humans Cholangiopancreatography, Endoscopic Retrograde Artificial Intelligence Endosonography Endoscopy, Gastrointestinal
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Artificial intelligence using deep learning analysis of endoscopic ultrasonography images for the differential diagnosis of pancreatic masses.

Endoscopy Jun 10, 2022
BACKGROUND : There are several types of pancreatic mass, so it is important to distinguish between them before treatment. Artificial intelligence (AI) is a mathematical technique that automates learning and recognition of data patterns. This study ai...
Diagnosis, Differential Pancreatic Neoplasms Retrospective Studies Deep Learning Pancreatitis, Chronic Carcinoma, Pancreatic Ductal Humans Endosonography Artificial Intelligence
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Automatic Pancreatic Cyst Lesion Segmentation on EUS Images Using a Deep-Learning Approach.

Sensors (Basel, Switzerland) Dec 30, 2021
The automatic segmentation of the pancreatic cyst lesion (PCL) is essential for the automated diagnosis of pancreatic cyst lesions on endoscopic ultrasonography (EUS) images. In this study, we proposed a deep-learning approach for PCL segmentation on...
Endosonography Pancreatic Cyst Image Processing, Computer-Assisted Humans Cross-Over Studies Deep Learning
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