OOIR: Observatory of International Research

Papers

(The TQCC of Journal of Digital Imaging is 12. 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 2021-09-01 to 2025-09-01.)

Article	Citations
Quantitative Evaluation of PACS Query/Retrieve Capabilities	114
Segmenting Skin Biopsy Images with Coarse and Sparse Annotations using U-Net	66
Multi-scale Selection and Multi-channel Fusion Model for Pancreas Segmentation Using Adversarial Deep Convolutional Nets	63
Machine Learning in the Differentiation of Soft Tissue Neoplasms: Comparison of Fat-Suppressed T2WI and Apparent Diffusion Coefficient (ADC) Features-Based Models	44
Digital Leg Volume Quantification: Precision Assessment of a Novel Workflow Based on Single Capture Three-dimensional Whole-Body Surface Imaging	42
Automated 2D Slice-Based Skull Stripping Multi-View Ensemble Model on NFBS and IBSR Datasets	41
Improving Cardiovascular Disease Prediction Using Automated Coronary Artery Calcium Scoring from Existing Chest CTs	33
AI Integration in the Clinical Workflow	32
DermIA: Machine Learning to Improve Skin Cancer Screening	31
Subject-Specific Automatic Reconstruction of White Matter Tracts	30
A Cyber-Security Risk Assessment Methodology for Medical Imaging Devices: the Radiologists’ Perspective	28
ExpHBA Deep-IoT: Exponential Honey Badger Optimized Deep Learning For Breast Cancer Detection in IoT Healthcare System	26
An Interview with the Carequality Imaging Use Case Implementers	25
AI-Driven Model for Automatic Emphysema Detection in Low-Dose Computed Tomography Using Disease-Specific Augmentation	25
Hippocampus Segmentation Using U-Net Convolutional Network from Brain Magnetic Resonance Imaging (MRI)	24
Automatic Liver Segmentation Using EfficientNet and Attention-Based Residual U-Net in CT	24
The “P” in HIPAA Stands for Portability	24
Visible Light Imaging: Clinical Aspects with an Emphasis on Medical Photography—a HIMSS-SIIM Enterprise Imaging Community Whitepaper	24
NOWinBRAIN: a Large, Systematic, and Extendable Repository of 3D Reconstructed Images of a Living Human Brain Cum Head and Neck	23
Meniscal Tear and ACL Injury Detection Model Based on AlexNet and Iterative ReliefF	23
CT-based Radiogenomics Framework for COVID-19 Using ACE2 Imaging Representations	22
Ultra-Low-Dose Spectral CT Based on a Multi-level Wavelet Convolutional Neural Network	22
The Classification Power of Classical and Intra-voxel Incoherent Motion (IVIM) Fitting Models of Diffusion-weighted Magnetic Resonance Images: An Experimental Study	22
Finding a Suitable Class Distribution for Building Histological Images Datasets Used in Deep Model Training—The Case of Cancer Detection	22
Using Occlusion-Based Saliency Maps to Explain an Artificial Intelligence Tool in Lung Cancer Screening: Agreement Between Radiologists, Labels, and Visual Prompts	21

Refined Residual Deep Convolutional Network for Skin Lesion Classification	21
Fragile Watermark in Medical Image Based on Prime Number Distribution Theory	20
Forensic Identification from Three-Dimensional Sphenoid Sinus Images Using the Iterative Closest Point Algorithm	20
Fast and Robust Exudate Detection in Retinal Fundus Images Using Extreme Learning Machine Autoencoders and Modified KAZE Features	19
Size-Specific Dose Estimates for Thoracic and Abdominal Computed Tomography Examinations at Two Moroccan Hospitals	19
Highdicom: a Python Library for Standardized Encoding of Image Annotations and Machine Learning Model Outputs in Pathology and Radiology	19
Simultaneous Denoising of Dynamic PET Images Based on Deep Image Prior	18
Interactive Multimedia Reporting Technical Considerations: HIMSS-SIIM Collaborative White Paper	18
Application of Artificial Intelligence Computer-Assisted Diagnosis Originally Developed for Thyroid Nodules to Breast Lesions on Ultrasound	18
HEARTBEAT4D: An Open-source Toolbox for Turning 4D Cardiac CT into VR/AR	18
Radiology Dictation Errors with COVID-19 Protective Equipment: Does Wearing a Surgical Mask Increase the Dictation Error Rate?	18
Deep Learning Achieves Neuroradiologist-Level Performance in Detecting Hydrocephalus Requiring Treatment	17
IHE-Based Image Exchange in the Netherlands	17
Analyzing Transfer Learning of Vision Transformers for Interpreting Chest Radiography	16
Effect of Training Data Volume on Performance of Convolutional Neural Network Pneumothorax Classifiers	16
Neural Network Detection of Pacemakers for MRI Safety	15
New Software for DQE Calculation in Digital Mammography Compliant with IEC 62220–1-2	14
Integrating the BIDS Neuroimaging Data Format and Workflow Optimization for Large-Scale Medical Image Analysis	14
Radiomic Quantification for MRI Assessment of Sacroiliac Joints of Patients with Spondyloarthritis	14
Application of a Modified Combinational Approach to Brain Tumor Detection in MR Images	14
A Novel Quantitative Evaluation of Bone Formation After Opening Wedge High Tibial Osteotomy Using Tomosynthesis	14
Fully-Automatic 3D Intuitive Visualization of Age-Related Macular Degeneration Fluid Accumulations in OCT Cubes	14
Classification of Mammographic ROI for Microcalcification Detection Using Multifractal Approach	14
Incorporating Radiomics into Machine Learning Models to Predict Outcomes of Neuroblastoma	14
Correction to: Journal of Digital Imaging	14
Computer-Aided Diagnosis of Vertebral Compression Fractures Using Convolutional Neural Networks and Radiomics	14
Nested U-Net for Segmentation of Red Lesions in Retinal Fundus Images and Sub-image Classification for Removal of False Positives	13
Biomedical Ontologies to Guide AI Development in Radiology	13
Automating Scoliosis Measurements in Radiographic Studies with Machine Learning: Comparing Artificial Intelligence and Clinical Reports	12
Deep CNN with Hybrid Binary Local Search and Particle Swarm Optimizer for Exudates Classification from Fundus Images	12
A Deep Learning Image Reconstruction Algorithm for Improving Image Quality and Hepatic Lesion Detectability in Abdominal Dual-Energy Computed Tomography: Preliminary Results	12
Systematic Review of Generative Adversarial Networks (GANs) for Medical Image Classification and Segmentation	12
MR Denoising Increases Radiomic Biomarker Precision and Reproducibility in Oncologic Imaging	12
Evaluation Challenges for the Application of Extended Reality Devices in Medicine	12