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RetFluidNet: Retinal Fluid Segmentation for SD-OCT Images Using Convolutional Neural Network

期刊: JOURNAL OF DIGITAL IMAGING, 2021; 34 (3)

Age-related macular degeneration (AMD) is one of the leading causes of irreversible blindness and is characterized by fluid-related accumulations such......

R-JaunLab: Automatic Multi-Class Recognition of Jaundice on Photos of Subjects with Region Annotation Networks

期刊: JOURNAL OF DIGITAL IMAGING, 2021; 34 (2)

Jaundice occurs as a symptom of various diseases, such as hepatitis, the liver cancer, gallbladder or pancreas. Therefore, clinical measurement with s......

Fetal Ultrasound Image Segmentation for Automatic Head Circumference Biometry Using Deeply Supervised Attention-Gated V-Net

期刊: JOURNAL OF DIGITAL IMAGING, 2021; 34 (1)

Automatic computerized segmentation of fetal head from ultrasound images and head circumference (HC) biometric measurement is still challenging, due t......

Auxiliary Diagnosis for COVID-19 with Deep Transfer Learning

期刊: JOURNAL OF DIGITAL IMAGING, 2021; 34 (2)

To assist physicians identify COVID-19 and its manifestations through the automatic COVID-19 recognition and classification in chest CT images with de......

Wearable Mixed-Reality Holographic Navigation Guiding the Management of Penetrating Intracranial Injury Caused by a Nail

期刊: JOURNAL OF DIGITAL IMAGING, 2021; 34 (2)

Penetrating brain injury caused by a nail is an extremely rare neurosurgical emergency that poses a challenge for neurosurgeons. Nail entering the bra......

Improving the Subtype Classification of Non-small Cell Lung Cancer by Elastic Deformation Based Machine Learning

期刊: JOURNAL OF DIGITAL IMAGING, 2021; 34 (3)

Non-invasive image-based machine learning models have been used to classify subtypes of non-small cell lung cancer (NSCLC). However, the classificatio......

Contrast-Enhancing Snapshot Narrow-Band Imaging Method for Real-Time Computer-Aided Cervical Cancer Screening

期刊: JOURNAL OF DIGITAL IMAGING, 2020; 33 (1)

Composition of cervical precancerous lesions and carcinoma in situ is rich in hemoglobin, unlike healthy tissues. In this study, we aimed to utilize t......

Deep Convolutional Radiomic Features on Diffusion Tensor Images for Classification of Glioma Grades

期刊: JOURNAL OF DIGITAL IMAGING, 2020; 33 (4)

The grading of glioma has clinical significance in determining a treatment strategy and evaluating prognosis to investigate a novel set of radiomic fe......

An Embedded Multi-branch 3D Convolution Neural Network for False Positive Reduction in Lung Nodule Detection

期刊: JOURNAL OF DIGITAL IMAGING, 2020; 33 (4)

Numerous lung nodule candidates can be produced through an automated lung nodule detection system. Classifying these candidates to reduce false positi......

Three-Dimensional Texture Feature Analysis of Pulmonary Nodules in CT Images: Lung Cancer Predictive Models Based on Support Vector Machine Classifier

期刊: JOURNAL OF DIGITAL IMAGING, 2020; 33 (2)

To extract texture features of pulmonary nodules from three-dimensional views and to assess if predictive models of lung CT images from a three-dimens......

Combining multi-scale feature fusion with multi-attribute grading, a CNN model for benign and malignant classification of pulmonary nodules

期刊: JOURNAL OF DIGITAL IMAGING, 2020; 33 (4)

Lung cancer has the highest mortality rate of all cancers, and early detection can improve survival rates. In the recent years, low-dose CT has been w......

SUD-GAN: Deep Convolution Generative Adversarial Network Combined with Short Connection and Dense Block for Retinal Vessel Segmentation

期刊: JOURNAL OF DIGITAL IMAGING, 2020; 33 (4)

Since morphology of retinal blood vessels plays a key role in ophthalmological disease diagnosis, retinal vessel segmentation is an indispensable step......

Predicting Unnecessary Nodule Biopsies from a Small, Unbalanced, and Pathologically Proven Dataset by Transfer Learning

期刊: JOURNAL OF DIGITAL IMAGING, 2020; 33 (3)

This study explores an automatic diagnosis method to predict unnecessary nodule biopsy from a small, unbalanced, and pathologically proven database. T......

Pre-operative Microvascular Invasion Prediction Using Multi-parametric Liver MRI Radiomics

期刊: JOURNAL OF DIGITAL IMAGING, 2020; 33 (6)

Microvascular invasion (mVI) is the most significant independent predictor of recurrence for hepatocellular carcinoma (HCC), but its pre-operative ass......

Diagnostic Efficiency of the Breast Ultrasound Computer-Aided Prediction Model Based on Convolutional Neural Network in Breast Cancer

期刊: JOURNAL OF DIGITAL IMAGING, 2020; 33 (5)

This study aimed to construct a breast ultrasound computer-aided prediction model based on the convolutional neural network (CNN) and investigate its ......

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