OOIR: Observatory of International Research

Papers

(The median citation count of Journal of Digital Imaging is 8. 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 2021-11-01 to 2025-11-01.)

Article	Citations
Multi-scale Selection and Multi-channel Fusion Model for Pancreas Segmentation Using Adversarial Deep Convolutional Nets	124
Segmenting Skin Biopsy Images with Coarse and Sparse Annotations using U-Net	70
Improving Cardiovascular Disease Prediction Using Automated Coronary Artery Calcium Scoring from Existing Chest CTs	67
Automated 2D Slice-Based Skull Stripping Multi-View Ensemble Model on NFBS and IBSR Datasets	50
Subject-Specific Automatic Reconstruction of White Matter Tracts	46
A Cyber-Security Risk Assessment Methodology for Medical Imaging Devices: the Radiologists’ Perspective	35
An Interview with the Carequality Imaging Use Case Implementers	35
The “P” in HIPAA Stands for Portability	31
ExpHBA Deep-IoT: Exponential Honey Badger Optimized Deep Learning For Breast Cancer Detection in IoT Healthcare System	31
Automatic Liver Segmentation Using EfficientNet and Attention-Based Residual U-Net in CT	30
AI-Driven Model for Automatic Emphysema Detection in Low-Dose Computed Tomography Using Disease-Specific Augmentation	29
Meniscal Tear and ACL Injury Detection Model Based on AlexNet and Iterative ReliefF	28
Visible Light Imaging: Clinical Aspects with an Emphasis on Medical Photography—a HIMSS-SIIM Enterprise Imaging Community Whitepaper	28
Hippocampus Segmentation Using U-Net Convolutional Network from Brain Magnetic Resonance Imaging (MRI)	28
NOWinBRAIN: a Large, Systematic, and Extendable Repository of 3D Reconstructed Images of a Living Human Brain Cum Head and Neck	27
CT-based Radiogenomics Framework for COVID-19 Using ACE2 Imaging Representations	26
Using Occlusion-Based Saliency Maps to Explain an Artificial Intelligence Tool in Lung Cancer Screening: Agreement Between Radiologists, Labels, and Visual Prompts	25
Finding a Suitable Class Distribution for Building Histological Images Datasets Used in Deep Model Training—The Case of Cancer Detection	24
Fragile Watermark in Medical Image Based on Prime Number Distribution Theory	24
Fast and Robust Exudate Detection in Retinal Fundus Images Using Extreme Learning Machine Autoencoders and Modified KAZE Features	24
Size-Specific Dose Estimates for Thoracic and Abdominal Computed Tomography Examinations at Two Moroccan Hospitals	23
Forensic Identification from Three-Dimensional Sphenoid Sinus Images Using the Iterative Closest Point Algorithm	23
Refined Residual Deep Convolutional Network for Skin Lesion Classification	22
Interactive Multimedia Reporting Technical Considerations: HIMSS-SIIM Collaborative White Paper	22
Highdicom: a Python Library for Standardized Encoding of Image Annotations and Machine Learning Model Outputs in Pathology and Radiology	22

The Classification Power of Classical and Intra-voxel Incoherent Motion (IVIM) Fitting Models of Diffusion-weighted Magnetic Resonance Images: An Experimental Study	22
Simultaneous Denoising of Dynamic PET Images Based on Deep Image Prior	21
Effect of Training Data Volume on Performance of Convolutional Neural Network Pneumothorax Classifiers	20
HEARTBEAT4D: An Open-source Toolbox for Turning 4D Cardiac CT into VR/AR	20
Deep Learning Achieves Neuroradiologist-Level Performance in Detecting Hydrocephalus Requiring Treatment	20
IHE-Based Image Exchange in the Netherlands	20
Analyzing Transfer Learning of Vision Transformers for Interpreting Chest Radiography	19
Application of Artificial Intelligence Computer-Assisted Diagnosis Originally Developed for Thyroid Nodules to Breast Lesions on Ultrasound	19
Neural Network Detection of Pacemakers for MRI Safety	18
Application of a Modified Combinational Approach to Brain Tumor Detection in MR Images	18
Correction to: Journal of Digital Imaging	17
Computer-Aided Diagnosis of Vertebral Compression Fractures Using Convolutional Neural Networks and Radiomics	17
Fully-Automatic 3D Intuitive Visualization of Age-Related Macular Degeneration Fluid Accumulations in OCT Cubes	16
Integrating the BIDS Neuroimaging Data Format and Workflow Optimization for Large-Scale Medical Image Analysis	16
Classification of Mammographic ROI for Microcalcification Detection Using Multifractal Approach	16
Incorporating Radiomics into Machine Learning Models to Predict Outcomes of Neuroblastoma	15
Biomedical Ontologies to Guide AI Development in Radiology	15
A Novel Quantitative Evaluation of Bone Formation After Opening Wedge High Tibial Osteotomy Using Tomosynthesis	15
Radiomic Quantification for MRI Assessment of Sacroiliac Joints of Patients with Spondyloarthritis	15
Deep CNN with Hybrid Binary Local Search and Particle Swarm Optimizer for Exudates Classification from Fundus Images	15
New Software for DQE Calculation in Digital Mammography Compliant with IEC 62220–1-2	15
A Deep Learning Image Reconstruction Algorithm for Improving Image Quality and Hepatic Lesion Detectability in Abdominal Dual-Energy Computed Tomography: Preliminary Results	15
Automating Scoliosis Measurements in Radiographic Studies with Machine Learning: Comparing Artificial Intelligence and Clinical Reports	14
Systematic Review of Generative Adversarial Networks (GANs) for Medical Image Classification and Segmentation	14
Nested U-Net for Segmentation of Red Lesions in Retinal Fundus Images and Sub-image Classification for Removal of False Positives	14
Multi-institutional Experience with Patient Image Access Through Electronic Health Record Patient Portals	13
Software-Automated Implant Detection for Intraoperative 3D Imaging—First Clinical Evaluation on 214 Data Sets	13
An Efficient Hierarchical Optic Disc and Cup Segmentation Network Combined with Multi-task Learning and Adversarial Learning	13
Evaluation Challenges for the Application of Extended Reality Devices in Medicine	13
Medical Image Sharing in Japan	13
How Image Exchange Breaks Down: the Image Library Perspective	12
Public Imaging Datasets of Gastrointestinal Endoscopy for Artificial Intelligence: a Review	12
Image Exchange: an International Perspective	12
Is AI the Ultimate QA?	12
An Explainable MRI-Radiomic Quantum Neural Network to Differentiate Between Large Brain Metastases and High-Grade Glioma Using Quantum Annealing for Feature Selection	11
Pseudo-Label-Assisted Self-Organizing Maps for Brain Tissue Segmentation in Magnetic Resonance Imaging	11
FWLICM-Deep Learning: Fuzzy Weighted Local Information C-Means Clustering-Based Lung Lobe Segmentation with Deep Learning for COVID-19 Detection	11
Mammographic Density Assessment by Artificial Intelligence-Based Computer-Assisted Diagnosis: A Comparison with Automated Volumetric Assessment	11
Reduced Deep Convolutional Activation Features (R-DeCAF) in Histopathology Images to Improve the Classification Performance for Breast Cancer Diagnosis	11
Initial Experience of 10 Imaging Vendors with the IHE SHARAZONE: a New Multivendor Peer-to-Peer Test Service for DICOM Objects	11
“Snap on” or Not? A Validation on the Measurement Tool in a Virtual Reality Application	11
Pulmonary Surface Irregularity Score as a New Quantitative CT Marker for Idiopathic Pulmonary Fibrosis—a Pilot Study	11
DICODerma: A Practical Approach for Metadata Management of Images in Dermatology	11
A Comparison of WebRTC and Conventional Videoconferencing for Synchronized Remote Medical Image Presentation	10
Lesion Segmentation in Gastroscopic Images Using Generative Adversarial Networks	10
Evaluation of a 2D UNet-Based Attenuation Correction Methodology for PET/MR Brain Studies	10
Detection of Optic Disc Localization from Retinal Fundus Image Using Optimized Color Space	9
Studierfenster: an Open Science Cloud-Based Medical Imaging Analysis Platform	9
Radiologist Productivity Analytics: Factors Impacting Abdominal Pelvic CT Exam Reporting Times	9
Radiological Structured Report Integrated with Quantitative Imaging Biomarkers and Qualitative Scoring Systems	9

Collaborative Development of a PACS-Integrated Quality Control Dashboard: a Single Institutional Experience	9
Deep Transfer Learning-Based Approach for Glucose Transporter-1 (GLUT1) Expression Assessment	9
Unsupervised Deep Anomaly Detection for Medical Images Using an Improved Adversarial Autoencoder	9
Combined Features in Region of Interest for Brain Tumor Segmentation	9
Improving Image Classification of Knee Radiographs: An Automated Image Labeling Approach	9
A New Collaborative Classification Process for Microcalcification Detection Based on Graphs and Knowledge Propagation	9
DICOM Image ANalysis and Archive (DIANA): an Open-Source System for Clinical AI Applications	9
Categorization of Common Pigmented Skin Lesions (CPSL) using Multi-Deep Features and Support Vector Machine	9
Automated Cervical Spinal Cord Segmentation in Real-World MRI of Multiple Sclerosis Patients by Optimized Hybrid Residual Attention-Aware Convolutional Neural Networks	9
Image Exchange in the Middle East: a Survey	8
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	8
Detecting Distal Radial Fractures from Wrist Radiographs Using a Deep Convolutional Neural Network with an Accuracy Comparable to Hand Orthopedic Surgeons	8
Machine vs. Radiologist-Based Translations of RadLex: Implications for Multi-language Report Interoperability	8
Recognition and Segmentation of Individual Bone Fragments with a Deep Learning Approach in CT Scans of Complex Intertrochanteric Fractures: A Retrospective Study	8
Unmasking Myocardial Dysfunction in Patients Hospitalized for Community-Acquired Pneumonia Using a 4-Chamber 3-Dimensional Volume/Strain Analysis	8
BSREM for Brain Metastasis Detection with 18F-FDG-PET/CT in Lung Cancer Patients	8
Attachment Type, Thickness, and Volume of the Posterior Meniscofemoral Ligament and Meniscal Pathology	8
Diagnostic Accuracy of Caries and Periapical Lesions on a Monitor with and without DICOM-GSDF Calibration Under Different Ambient Light Conditions	8
What Influences the Way Radiologists Express Themselves in Their Reports? A Quantitative Assessment Using Natural Language Processing	8
Medical 3D Printing Dimensional Accuracy for Multi-pathological Anatomical Models 3D Printed Using Material Extrusion	8
Lightweight Deep Neural Network for Articulated Joint Detection of Surgical Instrument in Minimally Invasive Surgical Robot	8