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Angle-closure assessment in anterior segment OCT images via deep learning

期刊: MEDICAL IMAGE ANALYSIS, 2021; 69 ()

Precise characterization and analysis of anterior chamber angle (ACA) are of great importance in facilitating clinical examination and diagnosis of an......

Deep triplet hashing network for case-based medical image retrieval

期刊: MEDICAL IMAGE ANALYSIS, 2021; 69 ()

Deep hashing methods have been shown to be the most efficient approximate nearest neighbor search techniques for large-scale image retrieval. However,......

OF-UMRN: Uncertainty-guided multitask regression network aided by optical flow for fully automated comprehensive analysis of carotid artery

期刊: MEDICAL IMAGE ANALYSIS, 2021; 70 ()

Fully automated comprehensive analysis of carotid artery (localization of range of interest (ROI), di-rect quantitative measurement and segmentation o......

OFx: A method of 4D image construction from free-breathing non-gated MRI slice acquisitions of the thorax via optical flux

期刊: MEDICAL IMAGE ANALYSIS, 2021; 72 ()

Purpose: Since real-time 4D dynamic magnetic resonance imaging (dMRI) methods with adequate spatial and temporal resolution for imaging the pediatric ......

Towards evaluating the robustness of deep diagnostic models by adversarial attack

期刊: MEDICAL IMAGE ANALYSIS, 2021; 69 ()

Deep learning models (with neural networks) have been widely used in challenging tasks such as computer-aided disease diagnosis based on medical image......

MIDeepSeg: Minimally interactive segmentation of unseen objects from medical images using deep learning

期刊: MEDICAL IMAGE ANALYSIS, 2021; 72 ()

Segmentation of organs or lesions from medical images plays an essential role in many clinical applications such as diagnosis and treatment planning. ......

Multi-task learning for segmentation and classification of tumors in 3D automated breast ultrasound images(star)

期刊: MEDICAL IMAGE ANALYSIS, 2021; 70 ()

Tumor classification and segmentation are two important tasks for computer-aided diagnosis (CAD) using 3D automated breast ultrasound (ABUS) images. H......

Meta grayscale adaptive network for 3D integrated renal structures segmentation

期刊: MEDICAL IMAGE ANALYSIS, 2021; 71 ()

Three-dimensional (3D) integrated renal structures (IRS) segmentation targets segmenting the kidneys, renal tumors, arteries, and veins in one inferen......

A comprehensive analysis of classification methods in gastrointestinal endoscopy imaging

期刊: MEDICAL IMAGE ANALYSIS, 2021; 70 ()

Gastrointestinal (GI) endoscopy has been an active field of research motivated by the large number of highly lethal GI cancers. Early GI cancer precur......

Brain functional connectivity analysis based on multi-graph fusion

期刊: MEDICAL IMAGE ANALYSIS, 2021; 71 ()

In this paper, we propose a framework for functional connectivity network (FCN) analysis, which con-ducts the brain disease diagnosis on the resting s......

Volumetric white matter tract segmentation with nested self-supervised learning using sequential pretext tasks

期刊: MEDICAL IMAGE ANALYSIS, 2021; 72 ()

White matter (WM) tract segmentation based on diffusion magnetic resonance imaging (dMRI) provides an important tool for the analysis of brain develop......

Deep learning for predicting COVID-19 malignant progression

期刊: MEDICAL IMAGE ANALYSIS, 2021; 72 ()

As COVID-19 is highly infectious, many patients can simultaneously flood into hospitals for diagnosis and treatment, which has greatly challenged publ......

A guaranteed convergence analysis for the projected fast iterative soft-thresholding algorithm in parallel MRI

期刊: MEDICAL IMAGE ANALYSIS, 2021; 69 ()

Sparse sampling and parallel imaging techniques are two effective approaches to alleviate the lengthy magnetic resonance imaging (MRI) data acquisitio......

Federated semi-supervised learning for COVID region segmentation in chest CT using multi-national data from China, Italy, Japan & nbsp;

期刊: MEDICAL IMAGE ANALYSIS, 2021; 70 ()

The recent outbreak of Coronavirus Disease 2019 (COVID-19) has led to urgent needs for reliable diagnosis and management of SARS-CoV-2 infection. The ......

LNDb challenge on automatic lung cancer patient management

期刊: MEDICAL IMAGE ANALYSIS, 2021; 70 ()

Lung cancer is the deadliest type of cancer worldwide and late detection is the major factor for the low survival rate of patients. Low dose computed ......

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