OOIR: Observatory of International Research

Papers

(The TQCC of Journal of Digital Imaging is 11. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-11-01 to 2024-11-01.)

Article	Citations
Systematic Review of Generative Adversarial Networks (GANs) for Medical Image Classification and Segmentation	72
Fetal Ultrasound Image Segmentation for Automatic Head Circumference Biometry Using Deeply Supervised Attention-Gated V-Net	59
A Hybrid Algorithm to Enhance Colour Retinal Fundus Images Using a Wiener Filter and CLAHE	58
Overall Survival Prediction in Renal Cell Carcinoma Patients Using Computed Tomography Radiomic and Clinical Information	51
Refined Residual Deep Convolutional Network for Skin Lesion Classification	48
Deep Learning–Based Diabetic Retinopathy Severity Grading System Employing Quadrant Ensemble Model	47
Unsupervised Deep Anomaly Detection in Chest Radiographs	47
Analyzing Transfer Learning of Vision Transformers for Interpreting Chest Radiography	42
A Comprehensive Study of Data Augmentation Strategies for Prostate Cancer Detection in Diffusion-Weighted MRI Using Convolutional Neural Networks	41
A Review on Joint Carotid Intima-Media Thickness and Plaque Area Measurement in Ultrasound for Cardiovascular/Stroke Risk Monitoring: Artificial Intelligence Framework	33
Deep Transfer Learning for Automated Intestinal Bleeding Detection in Capsule Endoscopy Imaging	32
Evaluation Challenges for the Application of Extended Reality Devices in Medicine	30
Effects of Interobserver Variability on 2D and 3D CT- and MRI-Based Texture Feature Reproducibility of Cartilaginous Bone Tumors	30
Rapid Assessment of Acute Ischemic Stroke by Computed Tomography Using Deep Convolutional Neural Networks	29
Lung Nodule Classification Using Biomarkers, Volumetric Radiomics, and 3D CNNs	29
Automated Classification of Rheumatoid Arthritis, Osteoarthritis, and Normal Hand Radiographs with Deep Learning Methods	29
Computer-Aided Diagnosis Scheme for Distinguishing Between Benign and Malignant Masses on Breast DCE-MRI Images Using Deep Convolutional Neural Network with Bayesian Optimization	27
Automated Vertebral Segmentation and Measurement of Vertebral Compression Ratio Based on Deep Learning in X-Ray Images	26
External Validation of Deep Learning Algorithm for Detecting and Visualizing Femoral Neck Fracture Including Displaced and Non-displaced Fracture on Plain X-ray	25
Myocardial Function Prediction After Coronary Artery Bypass Grafting Using MRI Radiomic Features and Machine Learning Algorithms	24
The Effects of Perinodular Features on Solid Lung Nodule Classification	24
RetFluidNet: Retinal Fluid Segmentation for SD-OCT Images Using Convolutional Neural Network	23
AI Integration in the Clinical Workflow	22
Assistive Framework for Automatic Detection of All the Zones in Retinopathy of Prematurity Using Deep Learning	22
Optimizing a Deep Residual Neural Network with Genetic Algorithm for Acute Lymphoblastic Leukemia Classification	22

Fast and Robust Exudate Detection in Retinal Fundus Images Using Extreme Learning Machine Autoencoders and Modified KAZE Features	21
Detecting Distal Radial Fractures from Wrist Radiographs Using a Deep Convolutional Neural Network with an Accuracy Comparable to Hand Orthopedic Surgeons	21
Novel Autosegmentation Spatial Similarity Metrics Capture the Time Required to Correct Segmentations Better Than Traditional Metrics in a Thoracic Cavity Segmentation Workflow	20
An Automated Deep Learning Method for Tile AO/OTA Pelvic Fracture Severity Grading from Trauma whole-Body CT	20
Studierfenster: an Open Science Cloud-Based Medical Imaging Analysis Platform	19
Robust-Deep: A Method for Increasing Brain Imaging Datasets to Improve Deep Learning Models’ Performance and Robustness	19
Efficient COVID-19 Segmentation from CT Slices Exploiting Semantic Segmentation with Integrated Attention Mechanism	19
CT-Based Hand-crafted Radiomic Signatures Can Predict PD-L1 Expression Levels in Non-small Cell Lung Cancer: a Two-Center Study	18
Differential Diagnosis and Molecular Stratification of Gastrointestinal Stromal Tumors on CT Images Using a Radiomics Approach	18
Detection and Grading of Hypertensive Retinopathy Using Vessels Tortuosity and Arteriovenous Ratio	18
Vascular 3D Printing with a Novel Biological Tissue Mimicking Resin for Patient-Specific Procedure Simulations in Interventional Radiology: a Feasibility Study	18
Artificial Intelligence–Assisted Early Detection of Retinitis Pigmentosa — the Most Common Inherited Retinal Degeneration	18
Semantic Instance Segmentation of Kidney Cysts in MR Images: A Fully Automated 3D Approach Developed Through Active Learning	18
Unsupervised Deep Anomaly Detection for Medical Images Using an Improved Adversarial Autoencoder	17
Incorporating Radiomics into Machine Learning Models to Predict Outcomes of Neuroblastoma	17
A Deep Learning-Based and Fully Automated Pipeline for Thoracic Aorta Geometric Analysis and Planning for Endovascular Repair from Computed Tomography	17
Zero Watermarking: Critical Analysis of Its Role in Current Medical Imaging	16
Novel Chest Radiographic Biomarkers for COVID-19 Using Radiomic Features Associated with Diagnostics and Outcomes	15
Hippocampus Segmentation Using U-Net Convolutional Network from Brain Magnetic Resonance Imaging (MRI)	15
On the Use of Virtual Reality for Medical Imaging Visualization	15
Medical 3D Printing Dimensional Accuracy for Multi-pathological Anatomical Models 3D Printed Using Material Extrusion	15
A Holographic Augmented Reality Interface for Visualizing of MRI Data and Planning of Neurosurgical Procedures	15
Generation of Brain Dual-Energy CT from Single-Energy CT Using Deep Learning	15
Meniscal Tear and ACL Injury Detection Model Based on AlexNet and Iterative ReliefF	15
Identification and Localization of Endotracheal Tube on Chest Radiographs Using a Cascaded Convolutional Neural Network Approach	15
Effect of Training Data Volume on Performance of Convolutional Neural Network Pneumothorax Classifiers	14
Prediction of Radiation-Related Dental Caries Through PyRadiomics Features and Artificial Neural Network on Panoramic Radiography	14
Benchmarking Various Radiomic Toolkit Features While Applying the Image Biomarker Standardization Initiative toward Clinical Translation of Radiomic Analysis	14
End-To-End Computerized Diagnosis of Spondylolisthesis Using Only Lumbar X-rays	14
Melanoma Detection Using Spatial and Spectral Analysis on Superpixel Graphs	14
HER2 Molecular Marker Scoring Using Transfer Learning and Decision Level Fusion	14
The Importance of Body Part Labeling to Enable Enterprise Imaging: A HIMSS-SIIM Enterprise Imaging Community Collaborative White Paper	14
Nested U-Net for Segmentation of Red Lesions in Retinal Fundus Images and Sub-image Classification for Removal of False Positives	13
Evolutionary Deep Attention Convolutional Neural Networks for 2D and 3D Medical Image Segmentation	13
A Multilevel Transfer Learning Technique and LSTM Framework for Generating Medical Captions for Limited CT and DBT Images	13
Differentiate Thyroid Follicular Adenoma from Carcinoma with Combined Ultrasound Radiomics Features and Clinical Ultrasound Features	13
Color Rendering in Medical Extended-Reality Applications	13
The Radiology Virtual Reading Room: During and Beyond the COVID-19 Pandemic	13
Automating Scoliosis Measurements in Radiographic Studies with Machine Learning: Comparing Artificial Intelligence and Clinical Reports	13
Augmenting Transfer Learning with Feature Extraction Techniques for Limited Breast Imaging Datasets	13
Development of U-Net Breast Density Segmentation Method for Fat-Sat MR Images Using Transfer Learning Based on Non-Fat-Sat Model	12
Mammographic Density Assessment by Artificial Intelligence-Based Computer-Assisted Diagnosis: A Comparison with Automated Volumetric Assessment	12
Multimodal Medical Image Fusion Using Stacked Auto-encoder in NSCT Domain	12
The Accuracy and Radiomics Feature Effects of Multiple U-net-Based Automatic Segmentation Models for Transvaginal Ultrasound Images of Cervical Cancer	12
Instagram’s Influence on Radiology Today: Reviewing the Evolving Educational Journey from a Hospital to National Societies	12
Automatic Liver Segmentation Using EfficientNet and Attention-Based Residual U-Net in CT	12
An Intuitionistic Fuzzy Clustering Approach for Detection of Abnormal Regions in Mammogram Images	12
Multispecialty Enterprise Imaging Workgroup Consensus on Interactive Multimedia Reporting Current State and Road to the Future: HIMSS-SIIM Collaborative White Paper	12
Auxiliary Diagnosis for COVID-19 with Deep Transfer Learning	12
Improving the Subtype Classification of Non-small Cell Lung Cancer by Elastic Deformation Based Machine Learning	12

The Trials and Tribulations of Assembling Large Medical Imaging Datasets for Machine Learning Applications	12
Classification of Ear Imagery Database using Bayesian Optimization based on CNN-LSTM Architecture	11
Automatic Detection and Classification of Multiple Catheters in Neonatal Radiographs with Deep Learning	11
MR Denoising Increases Radiomic Biomarker Precision and Reproducibility in Oncologic Imaging	11
Proactive Construction of an Annotated Imaging Database for Artificial Intelligence Training	11
Pioneering Remotely Piloted Aerial Systems (Drone) Delivery of a Remotely Telementored Ultrasound Capability for Self Diagnosis and Assessment of Vulnerable Populations—the Sky Is the Limit	11
Clinical Application of Chest Computed Tomography (CT) in Detection and Characterization of Coronavirus (Covid-19) Pneumonia in Adults	11
Automatic Fully-Contextualized Recommendation Extraction from Radiology Reports	11
Performance Improvement in Brain Tumor Detection in MRI Images Using a Combination of Evolutionary Algorithms and Active Contour Method	11