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Synchronous Medical Image Augmentation framework for deep learning-based image segmentation

期刊: COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2023; 104 ()

Various deep learning (DL) models are widely applied in medical image analysis, and their performance depends on the scale and diversity of available ......

Intracranial steno-occlusive lesion detection on time-of-flight MR angiography using multi-task learning

期刊: COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2023; 107 ()

Steno-occlusive lesions in intracranial arteries refer to segments of narrowed or occluded blood vessels that increase the risk of ischemic strokes. S......

Siamese pyramidal deep learning network for strain estimation in 3D cardiac cine-MR

期刊: COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2023; 108 ()

Strain represents the quantification of regional tissue deformation within a given area. Myocardial strain has demonstrated considerable utility as an......

Multi-path decoder U-Net: A weakly trained real-time segmentation network for object detection and localization in ultrasound scans

期刊: COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2023; 107 ()

Detecting and localizing an anatomical structure of interest within the field of view of an ultrasound scan is an essential step in many diagnostic an......

Weakly supervised bilayer convolutional network in segmentation of HER2 related cells to guide HER2 targeted therapies

期刊: COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2023; 108 ()

Overexpression of human epidermal growth factor receptor 2 (HER2/ERBB2) is identified as a prognostic marker in metastatic breast cancer and a predict......

Reciprocal assistance of intravascular imaging in three-dimensional stent reconstruction: Using cross-modal translation based on disentanglement representation

期刊: COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2023; 104 ()

Background: Accurate and efficient 3-dimension (3D) reconstruction of coronary stents in intravascular imaging of optical coherence tomography (OCT) o......

Real-time simulation of viscoelastic tissue behavior with physics-guided deep learning

期刊: COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2023; 104 ()

Finite element methods (FEM) are popular approaches for simulation of soft tissues with elastic or viscoelastic behavior. However, their usage in real......

Residual attention based uncertainty-guided mean teacher model for semi-supervised breast masses segmentation in 2D ultrasonography

期刊: COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2023; 104 ()

Breast tumor is the second deadliest disease among women around the world. Earlier tumor diagnosis is extremely important for improving the survival r......

Interpretable attention-based deep learning ensemble for personalized ovarian cancer treatment without manual annotations

期刊: COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2023; 107 ()

Inhibition of pathological angiogenesis has become one of the first FDA approved targeted therapies widely tested in anti-cancer treatment, i.e. VEGF-......

Deformable medical image registration with global-local transformation network and region similarity constraint

期刊: COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2023; 108 ()

Deformable medical image registration can achieve fast and accurate alignment between two images, enabling medical professionals to analyze images of ......

A novel cost function for nuclei segmentation and classification in imbalanced histopathology data-sets

期刊: COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2023; 109 ()

Cancer is a major global health problem, causing millions of deaths yearly. Histopathological analysis plays a crucial role in detecting and diagnosin......

Investigation and benchmarking of U-Nets on prostate segmentation tasks

期刊: COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2023; 107 ()

In healthcare, a growing number of physicians and support staff are striving to facilitate personalized radiotherapy regimens for patients with prosta......

Automatic prediction of acute coronary syndrome based on pericoronary adipose tissue and atherosclerotic plaques

期刊: COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2023; 108 ()

Cardiovascular disease is the leading cause of human death worldwide, and acute coronary syndrome (ACS) is a common first manifestation of this. Studi......

Graph neural network based unsupervised influential sample selection for brain multigraph population fusion

期刊: COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2023; 108 ()

Graph neural networks (GNNs) have witnessed remarkable proliferation due to the increasing number of applications where data is represented as graphs.......

MD-SGT: Multi-dilation spherical graph transformer for unsupervised medical image registration

期刊: COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2023; 108 ()

Deformable medical image registration is an essential preprocess step for several clinical applications. Even though the existing convolutional neural......

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