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 2021-04-01 to 2025-04-01.)

Article	Citations
Overall Survival Prediction in Renal Cell Carcinoma Patients Using Computed Tomography Radiomic and Clinical Information	90
Endoscopy Artefact Detection by Deep Transfer Learning of Baseline Models	58
Machine Learning in the Differentiation of Soft Tissue Neoplasms: Comparison of Fat-Suppressed T2WI and Apparent Diffusion Coefficient (ADC) Features-Based Models	58
Applicability Evaluation of Full-Reference Image Quality Assessment Methods for Computed Tomography Images	56
Detection of Glaucoma from Fundus Images Using Novel Evolutionary-Based Deep Neural Network	55
Automated 2D Slice-Based Skull Stripping Multi-View Ensemble Model on NFBS and IBSR Datasets	51
XNAT-PIC: Extending XNAT to Preclinical Imaging Centers	43
Radiomic Quantification for MRI Assessment of Sacroiliac Joints of Patients with Spondyloarthritis	38
A Comparison of WebRTC and Conventional Videoconferencing for Synchronized Remote Medical Image Presentation	37
Evaluation of a 2D UNet-Based Attenuation Correction Methodology for PET/MR Brain Studies	36
Mask-Guided Convolutional Neural Network for Breast Tumor Prognostic Outcome Prediction on 3D DCE-MR Images	33
Effects of Interobserver Variability on 2D and 3D CT- and MRI-Based Texture Feature Reproducibility of Cartilaginous Bone Tumors	32
Improving Cardiovascular Disease Prediction Using Automated Coronary Artery Calcium Scoring from Existing Chest CTs	31
Correction to: Journal of Digital Imaging	29
Design and Development of a Medical Image Databank for Assisting Studies in Radiomics	28
Evolutionary Deep Attention Convolutional Neural Networks for 2D and 3D Medical Image Segmentation	28
Segmenting Skin Biopsy Images with Coarse and Sparse Annotations using U-Net	28
Quantitative Evaluation of PACS Query/Retrieve Capabilities	27
Prediction of Radiation-Related Dental Caries Through PyRadiomics Features and Artificial Neural Network on Panoramic Radiography	25
Deep Learning Improves the Temporal Reproducibility of Aortic Measurement	24
Comparison of Transfer Learning Models in Pelvic Tilt and Rotation Measurement in Pediatric Anteroposterior Pelvic Radiographs	24
Multi-scale Selection and Multi-channel Fusion Model for Pancreas Segmentation Using Adversarial Deep Convolutional Nets	24
Digital Leg Volume Quantification: Precision Assessment of a Novel Workflow Based on Single Capture Three-dimensional Whole-Body Surface Imaging	24
Classification of Glaucoma Stages Using Image Empirical Mode Decomposition from Fundus Images	23
Fully-Automatic 3D Intuitive Visualization of Age-Related Macular Degeneration Fluid Accumulations in OCT Cubes	23

Computer-Aided Diagnosis of Vertebral Compression Fractures Using Convolutional Neural Networks and Radiomics	22
The RSNA ImageShare — Enabling Secure, Transparent, and Easy Image Exchange	22
Incorporating Radiomics into Machine Learning Models to Predict Outcomes of Neuroblastoma	22
Collaborative Development of a PACS-Integrated Quality Control Dashboard: a Single Institutional Experience	22
Intelligent Evaluation of Global Spinal Alignment by a Decentralized Convolutional Neural Network	22
Integrating the BIDS Neuroimaging Data Format and Workflow Optimization for Large-Scale Medical Image Analysis	21
Classification of Mammographic ROI for Microcalcification Detection Using Multifractal Approach	21
Bayesian Convolutional Neural Networks in Medical Imaging Classification: A Promising Solution for Deep Learning Limits in Data Scarcity Scenarios	20
Correction to: Extraction of Retinal Layers Through Convolution Neural Network (CNN) in an OCT Image for Glaucoma Diagnosis	19
On the Road to Digital Pathology in Denmark—National Survey and Interviews	19
External Validation of Deep Learning Algorithm for Detecting and Visualizing Femoral Neck Fracture Including Displaced and Non-displaced Fracture on Plain X-ray	19
A Dedicated Tool for Presurgical Mapping of Brain Tumors and Mixed-Reality Navigation During Neurosurgery	18
A Noise-robust and Overshoot-free Alternative to Unsharp Masking for Enhancing the Acuity of MR Images	18
The Accuracy and Radiomics Feature Effects of Multiple U-net-Based Automatic Segmentation Models for Transvaginal Ultrasound Images of Cervical Cancer	18
AI Integration in the Clinical Workflow	17
The Trials and Tribulations of Assembling Large Medical Imaging Datasets for Machine Learning Applications	17
Studierfenster: an Open Science Cloud-Based Medical Imaging Analysis Platform	16
Subcutaneous Low-Density Foreign Bodies Detection via Grating-Based Multimodal X-ray Imaging	16
Automating Scoliosis Measurements in Radiographic Studies with Machine Learning: Comparing Artificial Intelligence and Clinical Reports	15
Myocardial Function Prediction After Coronary Artery Bypass Grafting Using MRI Radiomic Features and Machine Learning Algorithms	15
New Software for DQE Calculation in Digital Mammography Compliant with IEC 62220–1-2	15
There’s a New Sheriff in Town: When Enterprise IT Takes Over Imaging IT	15
Highly Efficient and Accurate Deep Learning–Based Classification of MRI Contrast on a CPU and GPU	15
Organs in Color: Utilizing Free Software and Emerging Multi Jet Fusion Technology to Color and Surface Label 3D-Printed Anatomical Models	15
RadSimPE — a Radiology Workstation Simulator for Perceptual Education	15
MR Denoising Increases Radiomic Biomarker Precision and Reproducibility in Oncologic Imaging	15
Automated Vertebral Segmentation and Measurement of Vertebral Compression Ratio Based on Deep Learning in X-Ray Images	14
Differentiate Thyroid Follicular Adenoma from Carcinoma with Combined Ultrasound Radiomics Features and Clinical Ultrasound Features	14
A Cyber-Security Risk Assessment Methodology for Medical Imaging Devices: the Radiologists’ Perspective	14
DMCA-GAN: Dual Multilevel Constrained Attention GAN for MRI-Based Hippocampus Segmentation	14
Multimodal Medical Image Fusion Using Stacked Auto-encoder in NSCT Domain	14
Evaluation Challenges for the Application of Extended Reality Devices in Medicine	14
Subject-Specific Automatic Reconstruction of White Matter Tracts	13
Performance Improvement in Brain Tumor Detection in MRI Images Using a Combination of Evolutionary Algorithms and Active Contour Method	12
Comparative Utility of Transient and 2D Shear Wave Elastography for the Assessment of Liver Fibrosis in Clinical Practice	12
Deep Transfer Learning-Based Approach for Glucose Transporter-1 (GLUT1) Expression Assessment	12
Biomedical Ontologies to Guide AI Development in Radiology	12
A Workflow for Ensuring DICOM Compatibility During Radiography Device Software Development	12
Enhancing Caries Detection in Bitewing Radiographs Using YOLOv7	12
Bullous Parametric Response Map for Functional Localization of COPD	12
DICOM Image ANalysis and Archive (DIANA): an Open-Source System for Clinical AI Applications	12
Automatic Segmentation of Bone Canals in Histological Images	12