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An anatomical knowledge-based MRI deep learning pipeline for white matter hyperintensity quantification associated with cognitive impairment

期刊: COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2021; 89 ()

Recent studies have confirmed that white matter hyperintensities (WMHs) accumulated in strategic brain regions can predict cognitive impairments assoc......

FA-GAN: Fused attentive generative adversarial networks for MRI image super-resolution

期刊: COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2021; 92 ()

High-resolution magnetic resonance images can provide fine-grained anatomical information, but acquiring such data requires a long scanning time. In t......

Dual-task ultrasound spine transverse vertebrae segmentation network with contour regularization

期刊: COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2021; 89 ()

3D ultrasound imaging has become one of the common diagnosis ways to assess scoliosis since it is radiation-free, real-time, and low-cost. Spine curva......

Automatic left ventricular cavity segmentation via deep spatial sequential network in 4D computed tomography

期刊: COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2021; 91 ()

Automated segmentation of left ventricular cavity (LVC) in temporal cardiac image sequences (consisting of multiple time-points) is a fundamental requ......

Hierarchical pathology screening for cervical abnormality

期刊: COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2021; 89 ()

Cervical smear screening is an imaging-based cancer detection tool, which is of pivotal importance for the earlystage diagnosis. A computer-aided scre......

Deep learning based automatic diagnosis of first-episode psychosis, bipolar disorder and healthy controls

期刊: COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2021; 89 ()

Neuroimaging data driven machine learning based predictive modeling and pattern recognition has been attracted strongly attention in biomedical scienc......

Stenosis-DetNet: Sequence consistency-based stenosis detection for X-ray coronary angiography

期刊: COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2021; 89 ()

Background: The automatic detection of coronary artery stenosis on X-ray images is important in coronary heart disease diagnosis. Conventional methods......

Lesion synthesis to improve intracranial hemorrhage detection and classification for CT images

期刊: COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2021; 90 ()

Computer-aided diagnosis (CAD) for intracranial hemorrhage (ICH) is needed due to its high mortality rate and time sensitivity. Training a stable and ......

Tumor classification in automated breast ultrasound (ABUS) based on a modified extracting feature network

期刊: COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2021; 90 ()

People can get consistent Automated Breast Ultrasound (ABUS) images due to the imaging mechanism of scanning. Therefore, it has unique advantages in b......

A cascade-network framework for integrated registration of liver DCE-MR images

期刊: COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2021; 89 ()

Registration of hepatic dynamic contrast-enhanced magnetic resonance images (DCE-MRIs) is an important task for evaluation of transarterial chemoembol......

A comparative analysis framework of 3T and 7T TOF-MRA based on automated cerebrovascular segmentation

期刊: COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2021; 89 ()

Purpose: High field strength 3T and 7T Time-Of-Flight Magnetic Resonance Angiography (TOF- MRA) achieves better visualization of intracranial vessels,......

A neuron image segmentation method based Deep Boltzmann Machine and CV model

期刊: COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2021; 89 ()

Neuron image segmentation has wide applications and important potential values for neuroscience research. Due to the complexity of the submicroscopic ......

A benchmark bone marrow aspirate smear dataset and a multi-scale cell detection model for the diagnosis of hematological disorders

期刊: COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2021; 90 ()

Research on pathological diagnosis of hematopoietic disorders based on bone marrow aspirate smear images has attracted more and more attention with th......

Pattern classification for breast lesion on FFDM by integration of radiomics and deep features

期刊: COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2021; 90 ()

The radiomics model can be used in breast cancer detection via calculating quantitative image features. However, these features are explicitly designe......

A dual-task dual-domain model for blind MRI reconstruction

期刊: COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2021; 89 ()

MRI reconstruction is the key technology to accelerate MR acquisition. Recent cascade models have gained satisfactory results, however, they deeply re......

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