OOIR: Observatory of International Research

Papers

(The median citation count of Journal of Digital Imaging is 6. 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 2021-06-01 to 2025-06-01.)

Article	Citations
Quantitative Evaluation of PACS Query/Retrieve Capabilities	103
Digital Leg Volume Quantification: Precision Assessment of a Novel Workflow Based on Single Capture Three-dimensional Whole-Body Surface Imaging	63
Automated 2D Slice-Based Skull Stripping Multi-View Ensemble Model on NFBS and IBSR Datasets	61
Machine Learning in the Differentiation of Soft Tissue Neoplasms: Comparison of Fat-Suppressed T2WI and Apparent Diffusion Coefficient (ADC) Features-Based Models	57
Multi-scale Selection and Multi-channel Fusion Model for Pancreas Segmentation Using Adversarial Deep Convolutional Nets	55
Overall Survival Prediction in Renal Cell Carcinoma Patients Using Computed Tomography Radiomic and Clinical Information	44
AI Integration in the Clinical Workflow	40
Improving Cardiovascular Disease Prediction Using Automated Coronary Artery Calcium Scoring from Existing Chest CTs	39
Segmenting Skin Biopsy Images with Coarse and Sparse Annotations using U-Net	36
DermIA: Machine Learning to Improve Skin Cancer Screening	35
Subject-Specific Automatic Reconstruction of White Matter Tracts	35
A Cyber-Security Risk Assessment Methodology for Medical Imaging Devices: the Radiologists’ Perspective	34
Automated Vertebral Segmentation and Measurement of Vertebral Compression Ratio Based on Deep Learning in X-Ray Images	33
ExpHBA Deep-IoT: Exponential Honey Badger Optimized Deep Learning For Breast Cancer Detection in IoT Healthcare System	30
AI-Driven Model for Automatic Emphysema Detection in Low-Dose Computed Tomography Using Disease-Specific Augmentation	29
An Interview with the Carequality Imaging Use Case Implementers	29
Automatic Liver Segmentation Using EfficientNet and Attention-Based Residual U-Net in CT	28
A Review on Joint Carotid Intima-Media Thickness and Plaque Area Measurement in Ultrasound for Cardiovascular/Stroke Risk Monitoring: Artificial Intelligence Framework	28
NOWinBRAIN: a Large, Systematic, and Extendable Repository of 3D Reconstructed Images of a Living Human Brain Cum Head and Neck	27
Hippocampus Segmentation Using U-Net Convolutional Network from Brain Magnetic Resonance Imaging (MRI)	25
Meniscal Tear and ACL Injury Detection Model Based on AlexNet and Iterative ReliefF	24
The “P” in HIPAA Stands for Portability	24
Ultra-Low-Dose Spectral CT Based on a Multi-level Wavelet Convolutional Neural Network	24
Visible Light Imaging: Clinical Aspects with an Emphasis on Medical Photography—a HIMSS-SIIM Enterprise Imaging Community Whitepaper	24
The Classification Power of Classical and Intra-voxel Incoherent Motion (IVIM) Fitting Models of Diffusion-weighted Magnetic Resonance Images: An Experimental Study	23

Finding a Suitable Class Distribution for Building Histological Images Datasets Used in Deep Model Training—The Case of Cancer Detection	23
CT-based Radiogenomics Framework for COVID-19 Using ACE2 Imaging Representations	22
Ransomware Recovery and Imaging Operations: Lessons Learned and Planning Considerations	21
Instagram’s Influence on Radiology Today: Reviewing the Evolving Educational Journey from a Hospital to National Societies	21
Using Occlusion-Based Saliency Maps to Explain an Artificial Intelligence Tool in Lung Cancer Screening: Agreement Between Radiologists, Labels, and Visual Prompts	21
Size-Specific Dose Estimates for Thoracic and Abdominal Computed Tomography Examinations at Two Moroccan Hospitals	21
Fragile Watermark in Medical Image Based on Prime Number Distribution Theory	21
Forensic Identification from Three-Dimensional Sphenoid Sinus Images Using the Iterative Closest Point Algorithm	20
Refined Residual Deep Convolutional Network for Skin Lesion Classification	20
Fast and Robust Exudate Detection in Retinal Fundus Images Using Extreme Learning Machine Autoencoders and Modified KAZE Features	19
Highdicom: a Python Library for Standardized Encoding of Image Annotations and Machine Learning Model Outputs in Pathology and Radiology	19
Application of Artificial Intelligence Computer-Assisted Diagnosis Originally Developed for Thyroid Nodules to Breast Lesions on Ultrasound	18
Radiology Dictation Errors with COVID-19 Protective Equipment: Does Wearing a Surgical Mask Increase the Dictation Error Rate?	18
Simultaneous Denoising of Dynamic PET Images Based on Deep Image Prior	18
HEARTBEAT4D: An Open-source Toolbox for Turning 4D Cardiac CT into VR/AR	18
A Conference-Friendly, Hands-on Introduction to Deep Learning for Radiology Trainees	18
Analyzing Transfer Learning of Vision Transformers for Interpreting Chest Radiography	17
Effect of Training Data Volume on Performance of Convolutional Neural Network Pneumothorax Classifiers	17
Deep Learning Achieves Neuroradiologist-Level Performance in Detecting Hydrocephalus Requiring Treatment	17
IHE-Based Image Exchange in the Netherlands	17
Interactive Multimedia Reporting Technical Considerations: HIMSS-SIIM Collaborative White Paper	17
Anatomic Point–Based Lung Region with Zone Identification for Radiologist Annotation and Machine Learning for Chest Radiographs	16
Application of a Modified Combinational Approach to Brain Tumor Detection in MR Images	16
Neural Network Detection of Pacemakers for MRI Safety	16
A Comprehensive Study of Data Augmentation Strategies for Prostate Cancer Detection in Diffusion-Weighted MRI Using Convolutional Neural Networks	16
Computer-Aided Diagnosis of Vertebral Compression Fractures Using Convolutional Neural Networks and Radiomics	15
Integrating the BIDS Neuroimaging Data Format and Workflow Optimization for Large-Scale Medical Image Analysis	15
Fully-Automatic 3D Intuitive Visualization of Age-Related Macular Degeneration Fluid Accumulations in OCT Cubes	14
External Validation of Deep Learning Algorithm for Detecting and Visualizing Femoral Neck Fracture Including Displaced and Non-displaced Fracture on Plain X-ray	14
Correction to: Journal of Digital Imaging	14
Radiomic Quantification for MRI Assessment of Sacroiliac Joints of Patients with Spondyloarthritis	14
Classification of Mammographic ROI for Microcalcification Detection Using Multifractal Approach	14
New Software for DQE Calculation in Digital Mammography Compliant with IEC 62220–1-2	13
Incorporating Radiomics into Machine Learning Models to Predict Outcomes of Neuroblastoma	13
A Novel Quantitative Evaluation of Bone Formation After Opening Wedge High Tibial Osteotomy Using Tomosynthesis	13
A Deep Learning Image Reconstruction Algorithm for Improving Image Quality and Hepatic Lesion Detectability in Abdominal Dual-Energy Computed Tomography: Preliminary Results	13
Biomedical Ontologies to Guide AI Development in Radiology	13
MR Denoising Increases Radiomic Biomarker Precision and Reproducibility in Oncologic Imaging	12
Systematic Review of Generative Adversarial Networks (GANs) for Medical Image Classification and Segmentation	12
Bayesian Framework-Based Adaptive Hybrid Filtering for Speckle Noise Reduction in Ultrasound Images Via Lion Plus FireFly Algorithm	12
Software-Automated Implant Detection for Intraoperative 3D Imaging—First Clinical Evaluation on 214 Data Sets	12
Nested U-Net for Segmentation of Red Lesions in Retinal Fundus Images and Sub-image Classification for Removal of False Positives	12
Deep CNN with Hybrid Binary Local Search and Particle Swarm Optimizer for Exudates Classification from Fundus Images	12
Is AI the Ultimate QA?	12
Automating Scoliosis Measurements in Radiographic Studies with Machine Learning: Comparing Artificial Intelligence and Clinical Reports	12
Evaluation Challenges for the Application of Extended Reality Devices in Medicine	12
Multi-institutional Experience with Patient Image Access Through Electronic Health Record Patient Portals	12
An Efficient Hierarchical Optic Disc and Cup Segmentation Network Combined with Multi-task Learning and Adversarial Learning	11
Medical Image Sharing in Japan	11
Image Exchange: an International Perspective	11

Public Imaging Datasets of Gastrointestinal Endoscopy for Artificial Intelligence: a Review	11
How Image Exchange Breaks Down: the Image Library Perspective	10
DICODerma: A Practical Approach for Metadata Management of Images in Dermatology	10
Evaluation of Surgical Improvement of Clinical Knowledge Ops (SICKO), an Interactive Training Platform	10
Initial Experience of 10 Imaging Vendors with the IHE SHARAZONE: a New Multivendor Peer-to-Peer Test Service for DICOM Objects	10
Pulmonary Surface Irregularity Score as a New Quantitative CT Marker for Idiopathic Pulmonary Fibrosis—a Pilot Study	10
FWLICM-Deep Learning: Fuzzy Weighted Local Information C-Means Clustering-Based Lung Lobe Segmentation with Deep Learning for COVID-19 Detection	10
Mammographic Density Assessment by Artificial Intelligence-Based Computer-Assisted Diagnosis: A Comparison with Automated Volumetric Assessment	10
An Explainable MRI-Radiomic Quantum Neural Network to Differentiate Between Large Brain Metastases and High-Grade Glioma Using Quantum Annealing for Feature Selection	10
Multispecialty Enterprise Imaging Workgroup Consensus on Interactive Multimedia Reporting Current State and Road to the Future: HIMSS-SIIM Collaborative White Paper	9
Reduced Deep Convolutional Activation Features (R-DeCAF) in Histopathology Images to Improve the Classification Performance for Breast Cancer Diagnosis	9
Artificial Intelligence–Assisted Early Detection of Retinitis Pigmentosa — the Most Common Inherited Retinal Degeneration	9
“Snap on” or Not? A Validation on the Measurement Tool in a Virtual Reality Application	9
Lesion Segmentation in Gastroscopic Images Using Generative Adversarial Networks	9
Collaborative Development of a PACS-Integrated Quality Control Dashboard: a Single Institutional Experience	9
Pseudo-Label-Assisted Self-Organizing Maps for Brain Tissue Segmentation in Magnetic Resonance Imaging	9
The Trials and Tribulations of Assembling Large Medical Imaging Datasets for Machine Learning Applications	8
DICOM Image ANalysis and Archive (DIANA): an Open-Source System for Clinical AI Applications	8
Unsupervised Deep Anomaly Detection for Medical Images Using an Improved Adversarial Autoencoder	8
Studierfenster: an Open Science Cloud-Based Medical Imaging Analysis Platform	8
A Comparison of WebRTC and Conventional Videoconferencing for Synchronized Remote Medical Image Presentation	8
Prediction of Radiation-Related Dental Caries Through PyRadiomics Features and Artificial Neural Network on Panoramic Radiography	8
Deep Transfer Learning-Based Approach for Glucose Transporter-1 (GLUT1) Expression Assessment	8
Research Goal-Driven Data Model and Harmonization for De-Identifying Patient Data in Radiomics	8
Evaluation of a 2D UNet-Based Attenuation Correction Methodology for PET/MR Brain Studies	8
Detection of Optic Disc Localization from Retinal Fundus Image Using Optimized Color Space	8
Comparative Utility of Transient and 2D Shear Wave Elastography for the Assessment of Liver Fibrosis in Clinical Practice	8
Visible Body Human Anatomy Atlas: Innovative Anatomy Learning	8
A New Collaborative Classification Process for Microcalcification Detection Based on Graphs and Knowledge Propagation	8
Improving Image Classification of Knee Radiographs: An Automated Image Labeling Approach	7
Automated Cervical Spinal Cord Segmentation in Real-World MRI of Multiple Sclerosis Patients by Optimized Hybrid Residual Attention-Aware Convolutional Neural Networks	7
Machine vs. Radiologist-Based Translations of RadLex: Implications for Multi-language Report Interoperability	7
Active Learning for Efficient Segmentation of Liver with Convolutional Neural Network–Corrected Labeling in Magnetic Resonance Imaging–Derived Proton Density Fat Fraction	7
Automatic Detection and Classification of Multiple Catheters in Neonatal Radiographs with Deep Learning	7
3D Isotropic Super-resolution Prostate MRI Using Generative Adversarial Networks and Unpaired Multiplane Slices	7
A DICOM Framework for Machine Learning and Processing Pipelines Against Real-time Radiology Images	7
Medical 3D Printing Dimensional Accuracy for Multi-pathological Anatomical Models 3D Printed Using Material Extrusion	7
Combined Features in Region of Interest for Brain Tumor Segmentation	7
Radiologist Productivity Analytics: Factors Impacting Abdominal Pelvic CT Exam Reporting Times	7
Categorization of Common Pigmented Skin Lesions (CPSL) using Multi-Deep Features and Support Vector Machine	7
BSREM for Brain Metastasis Detection with 18F-FDG-PET/CT in Lung Cancer Patients	7
Radiological Structured Report Integrated with Quantitative Imaging Biomarkers and Qualitative Scoring Systems	7
What Influences the Way Radiologists Express Themselves in Their Reports? A Quantitative Assessment Using Natural Language Processing	6
Unmasking Myocardial Dysfunction in Patients Hospitalized for Community-Acquired Pneumonia Using a 4-Chamber 3-Dimensional Volume/Strain Analysis	6
Endoscopy Artefact Detection by Deep Transfer Learning of Baseline Models	6
Comparison of Transfer Learning Models in Pelvic Tilt and Rotation Measurement in Pediatric Anteroposterior Pelvic Radiographs	6
A Noise-robust and Overshoot-free Alternative to Unsharp Masking for Enhancing the Acuity of MR Images	6
Recognition and Segmentation of Individual Bone Fragments with a Deep Learning Approach in CT Scans of Complex Intertrochanteric Fractures: A Retrospective Study	6
Detecting Distal Radial Fractures from Wrist Radiographs Using a Deep Convolutional Neural Network with an Accuracy Comparable to Hand Orthopedic Surgeons	6
Multi-level Kronecker Convolutional Neural Network (ML-KCNN) for Glioma Segmentation from Multi-modal MRI Volumetric Data	6
Diagnostic Accuracy of Caries and Periapical Lesions on a Monitor with and without DICOM-GSDF Calibration Under Different Ambient Light Conditions	6
Quantitative Three-Dimensional Assessment of the Pharmacokinetic Parameters of Intra- and Peri-tumoural Tissues on Breast Dynamic Contrast-Enhanced Magnetic Resonance Imaging	6
Automatic Brain Tumor Classification via Lion Plus Dragonfly Algorithm	6
Evolutionary Deep Attention Convolutional Neural Networks for 2D and 3D Medical Image Segmentation	6
Bayesian Convolutional Neural Networks in Medical Imaging Classification: A Promising Solution for Deep Learning Limits in Data Scarcity Scenarios	6
Development of U-Net Breast Density Segmentation Method for Fat-Sat MR Images Using Transfer Learning Based on Non-Fat-Sat Model	6
Attachment Type, Thickness, and Volume of the Posterior Meniscofemoral Ligament and Meniscal Pathology	6
Image Exchange in the Middle East: a Survey	6
Qualitative Evaluation of Common Quantitative Metrics for Clinical Acceptance of Automatic Segmentation: a Case Study on Heart Contouring from CT Images by Deep Learning Algorithms	6
The Accuracy and Radiomics Feature Effects of Multiple U-net-Based Automatic Segmentation Models for Transvaginal Ultrasound Images of Cervical Cancer	6
Design and Development of a Medical Image Databank for Assisting Studies in Radiomics	6
Subcutaneous Low-Density Foreign Bodies Detection via Grating-Based Multimodal X-ray Imaging	6
Lightweight Deep Neural Network for Articulated Joint Detection of Surgical Instrument in Minimally Invasive Surgical Robot	6