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Journal of Digital Imaging, Volume 34
Volume 34, Number 1, February 2021
- Alexander J. Towbin, Christopher J. Roth
, Cheryl A. Petersilge, Kimberley M. Garriott, Kenneth A. Buckwalter
The Importance of Body Part Labeling to Enable Enterprise Imaging: A HIMSS-SIIM Enterprise Imaging Community Collaborative White Paper. 1-15 - Andrea Seung Kim, Wei-Chung Cheng, Ryan Beams, Aldo Badano
Color Rendering in Medical Extended-Reality Applications. 16-26 - Paul H. Yi
DeepCAT: Deep Computer-Aided Triage of Screening Mammography. 27-35 - Osmando Pereira Junior
A Novel Fusion-Based Texture Descriptor to Improve the Detection of Architectural Distortion in Digital Mammography. 36-52 - David Dreizin
An Automated Deep Learning Method for Tile AO/OTA Pelvic Fracture Severity Grading from Trauma whole-Body CT. 53-65 - Xiang Fang, Leah Harris, Wei Zhou, Donglai Huo
Generalized Radiographic View Identification with Deep Learning. 66-74 - Ranjith Tellis
Identifying Areas for Operational Improvement and Growth in IR Workflow Using Workflow Modeling, Simulation, and Optimization Techniques. 75-84 - Fatih Varcin
End-To-End Computerized Diagnosis of Spondylolisthesis Using Only Lumbar X-rays. 85-95 - Aimi Taguchi, Shun Shishido, Yafei Ou
Quantification of Joint Space Width Difference on Radiography Via Phase-Only Correlation (POC) Analysis: a Phantom Study Comparing with Various Tomographical Modalities Using Conventional Margin-Contouring. 96-104 - Caroline Bivik Stadler
Proactive Construction of an Annotated Imaging Database for Artificial Intelligence Training. 105-115 - Akiyoshi Hizukuri
Computer-Aided Diagnosis Scheme for Distinguishing Between Benign and Malignant Masses on Breast DCE-MRI Images Using Deep Convolutional Neural Network with Bayesian Optimization. 116-123 - David J. Winkel
Building Large-Scale Quantitative Imaging Databases with Multi-Scale Deep Reinforcement Learning: Initial Experience with Whole-Body Organ Volumetric Analyses. 124-133 - Yan Zeng, Po-Hsiang Tsui, Weiwei Wu, Zhuhuang Zhou
Fetal Ultrasound Image Segmentation for Automatic Head Circumference Biometry Using Deeply Supervised Attention-Gated V-Net. 134-148 - Chi-Kuang Liu, Chih-Chieh Liu, Cheng-Hsun Yang, Hsuan-Ming Huang
Generation of Brain Dual-Energy CT from Single-Energy CT Using Deep Learning. 149-161 - Mahmoud H. Annaby, Asmaa M. Elwer, Muhammad Ali Rushdi
Melanoma Detection Using Spatial and Spectral Analysis on Superpixel Graphs. 162-181 - Nadine Rücker
Hardware Failure Prediction on Imbalanced Times Series Data. 182-189 - Jang Pyo Bae, Siyeop Yoon, Malinda Vania
Spatiotemporal Free-Form Registration Method Assisted by a Minimum Spanning Tree During Discontinuous Transformations. 190-203 - Ales Rocek
Zero Watermarking: Critical Analysis of Its Role in Current Medical Imaging. 204-211 - Liqi Shu, Faraien Bahri, Navid Mostaghni, Gang Yu, Ramin Javan
The Time Has Come: a Paradigm Shift in Diagnostic Radiology Education via Simulation Training. 212-227
Volume 34, Number 2, April 2021
- Ross W. Filice:
The Imaging Informatics Response to a Pandemic. 229-230 - Hongtao Chen, Shuanshuan Guo, Yanbin Hao
Auxiliary Diagnosis for COVID-19 with Deep Transfer Learning. 231-241 - Pablo Menéndez Fernández-Miranda
Developing a Training Web Application for Improving the COVID-19 Diagnostic Accuracy on Chest X-ray. 242-256 - Corey J. Hiti
The New Normal: Coronavirus Pandemic Response Utilizing Microsoft SharePoint. 257-262 - Ümit Budak
Efficient COVID-19 Segmentation from CT Slices Exploiting Semantic Segmentation with Integrated Attention Mechanism. 263-272 - Mohamed N. E. Kassem
Clinical Application of Chest Computed Tomography (CT) in Detection and Characterization of Coronavirus (Covid-19) Pneumonia in Adults. 273-283 - Allison Kutner, Danielle Love, Alina Markova, Anthony Rossi, Erica Lee, Kishwer Nehal, Mario Lacouture, Veronica Rotemberg
Supporting Virtual Dermatology Consultation in the Setting of COVID-19. 284-289 - Alexander J. Towbin
Disaster Planning During SARS-CoV-2/COVID: One Radiology Informatics Team's Story. 290-296 - José Raniery Ferreira Jr.
Novel Chest Radiographic Biomarkers for COVID-19 Using Radiomic Features Associated with Diagnostics and Outcomes. 297-307 - Joseph H. Yacoub
The Radiology Virtual Reading Room: During and Beyond the COVID-19 Pandemic. 308-319 - Fatemeh Homayounieh
Multicenter Assessment of CT Pneumonia Analysis Prototype for Predicting Disease Severity and Patient Outcome. 320-329 - Bryce Lowery, Sameer Sandhu, Tessa Sundaram Cook, Prasanth Prasanna:
The Role of Imaging Informatics in Disaster Preparedness During the COVID-19 Pandemic. 330-336 - Zheng Wang
R-JaunLab: Automatic Multi-Class Recognition of Jaundice on Photos of Subjects with Region Annotation Networks. 337-350 - Michael Y. Chen
Rapid Segmentation of Renal Tumours to Calculate Volume Using 3D Interpolation. 351-356 - Jeremy T. Moreau
MNI SISCOM: an Open-Source Tool for Computing Subtraction Ictal Single-Photon Emission CT Coregistered to MRI. 357-361 - Ye Li, Jingrui Huang, Tao Huang, Jie Tang, Wenyao Zhang, Wenlong Xu, Ning Wang, Yongbing Deng, Xing Yu, Lei Xu:
Wearable Mixed-Reality Holographic Navigation Guiding the Management of Penetrating Intracranial Injury Caused by a Nail. 362-366 - Siya Patil, Joseph H. Yacoub, Xue Geng, Susan M. Ascher, Ross W. Filice
Radiology Reporting in the Era of Patient-Centered Care: How Can We Improve Readability? 367-373 - Jackson M. Steinkamp
Automatic Fully-Contextualized Recommendation Extraction from Radiology Reports. 374-384 - Seán Cronin, Bridget Kane
A Qualitative Analysis of the Needs and Experiences of Hospital-based Clinicians when Accessing Medical Imaging. 385-396 - Leonid L. Chepelev, Xuan Wang, Benjamin Gold, Clara-Lea Bonzel, Frank Rybicki Jr, Jennifer W. Uyeda, Adnan Sheikh, Dan Anderson, Jared Lindaman, Greg Mogel, Dimitrios Mitsouras, Mary C. Mahoney, Tianxi Cai, Frank J. Rybicki:
Improved Appropriateness of Advanced Diagnostic Imaging After Implementation of Clinical Decision Support Mechanism. 397-403 - Tonmoy Ghosh
Deep Transfer Learning for Automated Intestinal Bleeding Detection in Capsule Endoscopy Imaging. 404-417 - Takahiro Nakao
Unsupervised Deep Anomaly Detection in Chest Radiographs. 418-427 - Tamalika Chaira
An Intuitionistic Fuzzy Clustering Approach for Detection of Abnormal Regions in Mammogram Images. 428-439 - Charu Bhardwaj
Deep Learning-Based Diabetic Retinopathy Severity Grading System Employing Quadrant Ensemble Model. 440-457 - John Penczek
Measurement Challenges for Medical Image Display Devices. 458-472 - Don K. Dennison
Patient Identity Management Maturity Model (PIM3) for Imaging Information Technology Systems. 473-482 - Akhil Dhamija, Jay A. Moskovitz, Juli Bick, Timothy J. O'Connor, Jennifer Regan, Laurie A. Perry, David Hulefeld, Eric Schwieterman, Evan Slavik, Alexander J. Towbin
Image-Enabling the Patient Portal of an Electronic Health Record. 483-488 - Shawn Lyo
RadRemind! - an Automated Paging System for Reminding Radiology Residents of Their Roles and Responsibilities. 489-494
Volume 34, Number 3, June 2021
- Christopher J. Roth
Multispecialty Enterprise Imaging Workgroup Consensus on Interactive Multimedia Reporting Current State and Road to the Future: HIMSS-SIIM Collaborative White Paper. 495-522 - Ali Afzali
2D Statistical Lung Shape Analysis Using Chest Radiographs: Modelling and Segmentation. 523-540 - Kendall J. Kiser
Novel Autosegmentation Spatial Similarity Metrics Capture the Time Required to Correct Segmentations Better Than Traditional Metrics in a Thoracic Cavity Segmentation Workflow. 541-553 - Richard D. White
Artificial Intelligence to Assist in Exclusion of Coronary Atherosclerosis During CCTA Evaluation of Chest Pain in the Emergency Department: Preparing an Application for Real-world Use. 554-571 - Carl Sabottke
Analysis of Potential for User Errors in Mobile Deployment of Radiology Deep Learning for Cardiac Rhythm Device Detection. 572-580 - Mainak Biswas, Luca Saba, Tomaz Omerzu, Amer M. Johri, Narendra N. Khanna
A Review on Joint Carotid Intima-Media Thickness and Plaque Area Measurement in Ultrasound for Cardiovascular/Stroke Risk Monitoring: Artificial Intelligence Framework. 581-604 - Yang Gao, Fan Song, Peng Zhang, Jian Liu, Jingjing Cui, Yingying Ma, Guanglei Zhang
Improving the Subtype Classification of Non-small Cell Lung Cancer by Elastic Deformation Based Machine Learning. 605-617 - Aswiga R. V
Augmenting Transfer Learning with Feature Extraction Techniques for Limited Breast Imaging Datasets. 618-629 - Gengbo Liu, Debasis Mitra
Mask-Guided Convolutional Neural Network for Breast Tumor Prognostic Outcome Prediction on 3D DCE-MR Images. 630-636 - Chung-Ming Lo, Peng-Hsiang Hung
Rapid Assessment of Acute Ischemic Stroke by Computed Tomography Using Deep Convolutional Neural Networks. 637-646 - Kushal Mehta, Arshita Jain, Jayalakshmi Mangalagiri, Sumeet Menon, Phuong Nguyen, David R. Chapman
Lung Nodule Classification Using Biomarkers, Volumetric Radiomics, and 3D CNNs. 647-666 - Suman Tewary, Sudipta Mukhopadhyay
HER2 Molecular Marker Scoring Using Transfer Learning and Decision Level Fusion. 667-677 - Pedro Henrique Campos Cunha Gondim, Pedro Henrique Justino Oliveira Limirio, Flaviana Soares Rocha, Jonas Dantas Batista, Paula Dechichi, Bruno Augusto Nassif Travençolo
Automatic Segmentation of Bone Canals in Histological Images. 678-690 - Sappa Loza Bekalo, Idowu Paul Okuwobi, Mingchao Li, Yuhan Zhang, Sha Xie, Songtao Yuan, Qiang Chen
RetFluidNet: Retinal Fluid Segmentation for SD-OCT Images Using Convolutional Neural Network. 691-704 - Mohammad Alarifi
Designing a Consumer-Friendly Radiology Report using a Patient-Centered Approach. 705-716 - Altay Brusan
A Workflow for Ensuring DICOM Compatibility During Radiography Device Software Development. 717-730 - Po-Hao Chen
Ransomware Recovery and Imaging Operations: Lessons Learned and Planning Considerations. 731-740 - Marla B. K. Sammer
Implementation of a Software Distribution Intervention to Improve Workload Balance in an Academic Pediatric Radiology Department. 741-749 - Mohammed J. Alwazzan, Mohammed A. Ismael, Asmaa N. Ahmed:
A Hybrid Algorithm to Enhance Colour Retinal Fundus Images Using a Wiener Filter and CLAHE. 750-759 - Pooja Prabhu
Content-Based Estimation of Brain MRI Tilt in Three Orthogonal Directions. 760-771
Volume 34, Number 4, August 2021
- Adriana V. Gregory, Deema A. Anaam, Andrew J. Vercnocke, Marie E. Edwards, Vicente E. Torres
Semantic Instance Segmentation of Kidney Cysts in MR Images: A Fully Automated 3D Approach Developed Through Active Learning. 773-787 - Maxim Privalov, Nils Beisemann, Jan Siad El Barbari, Eric Mandelka, Michael Müller, Hannah Syrek, Paul Alfred Grützner, Sven Yves Vetter
Software-Based Method for Automated Segmentation and Measurement of Wounds on Photographs Using Mask R-CNN: a Validation Study. 788-797 - José Lucas Leite Calheiros
The Effects of Perinodular Features on Solid Lung Nodule Classification. 798-810 - Michael Travis Caton
The Composite Severity Score for Lumbar Spine MRI: a Metric of Cumulative Degenerative Disease Predicts Time Spent on Interpretation and Reporting. 811-819 - Salvatore Gitto
Effects of Interobserver Variability on 2D and 3D CT- and MRI-Based Texture Feature Reproducibility of Cartilaginous Bone Tumors. 820-832 - Yang Deng
A Coarse-to-Fine Framework for Automated Knee Bone and Cartilage Segmentation Data from the Osteoarthritis Initiative. 833-840 - Andrew W. Kirkpatrick
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. 841-845 - Robert J. Harris
Measurement of Endotracheal Tube Positioning on Chest X-Ray Using Object Detection. 846-852 - Dong Hyun Kim, Jin Gyo Jeong
Automated Vertebral Segmentation and Measurement of Vertebral Compression Ratio Based on Deep Learning in X-Ray Images. 853-861 - Ruqian Hao
A Comprehensive Study of Data Augmentation Strategies for Prostate Cancer Detection in Diffusion-Weighted MRI Using Convolutional Neural Networks. 862-876 - Yang Zhang, Siwa Chan, Jeon-Hor Chen, Kai-Ting Chang, Chin-Yao Lin, Huay-Ben Pan, Wei-Ching Lin, Tiffany Kwong, Ritesh Parajuli, Rita S. Mehta, Sou-Hsin Chien, Min-Ying Su
Development of U-Net Breast Density Segmentation Method for Fat-Sat MR Images Using Transfer Learning Based on Non-Fat-Sat Model. 877-887 - Robert D. E. Henderson
Automatic Detection and Classification of Multiple Catheters in Neonatal Radiographs with Deep Learning. 888-897 - Su Kara
Identification and Localization of Endotracheal Tube on Chest Radiographs Using a Cascaded Convolutional Neural Network Approach. 898-904 - Muhammad Junaid Ali
Multi-level Kronecker Convolutional Neural Network (ML-KCNN) for Glioma Segmentation from Multi-modal MRI Volumetric Data. 905-921 - Feng Li
Anatomic Point-Based Lung Region with Zone Identification for Radiologist Annotation and Machine Learning for Chest Radiographs. 922-931 - Ranjana Agrawal
Assistive Framework for Automatic Detection of All the Zones in Retinopathy of Prematurity Using Deep Learning. 932-947 - Ta-Ching Chen
Artificial Intelligence-Assisted Early Detection of Retinitis Pigmentosa - the Most Common Inherited Retinal Degeneration. 948-958 - Joseph N. Stember
Panoramic Dental Reconstruction for Faster Detection of Dental Pathology on Medical Non-dental CT Scans: a Proof of Concept from CT Neck Soft Tissue. 959-966 - Liam J. Caffery
DICOM in Dermoscopic Research: an Experience Report and a Way Forward. 967-973 - Don K. Dennison
There's a New Sheriff in Town: When Enterprise IT Takes Over Imaging IT. 974-985 - Surajit Kundu
Research Goal-Driven Data Model and Harmonization for De-Identifying Patient Data in Radiomics. 986-1004 - Pradeeban Kathiravelu
A DICOM Framework for Machine Learning and Processing Pipelines Against Real-time Radiology Images. 1005-1013 - Cristina Marie Morales Mojica, Jose D. Velazco Garcia, Eleftherios P. Pappas
A Holographic Augmented Reality Interface for Visualizing of MRI Data and Planning of Neurosurgical Procedures. 1014-1025 - Walter F. Wiggins
A Conference-Friendly, Hands-on Introduction to Deep Learning for Radiology Trainees. 1026-1033 - Filipe Pires
On the Use of Virtual Reality for Medical Imaging Visualization. 1034-1048 - Jeffrey D. Rudie
Brain MRI Deep Learning and Bayesian Inference System Augments Radiology Resident Performance. 1049-1058 - Soham Banerjee, William F. Auffermann
RadSimPE - a Radiology Workstation Simulator for Perceptual Education. 1059-1066 - Daniel R. Nemirovsky
Evaluation of Surgical Improvement of Clinical Knowledge Ops (SICKO), an Interactive Training Platform. 1067-1071 - Hina Raja
Correction to: Extraction of Retinal Layers Through Convolution Neural Network (CNN) in an OCT Image for Glaucoma Diagnosis. 1072
Volume 34, Number 5, October 2021
- Zekun Jiang
CT-Based Hand-crafted Radiomic Signatures Can Predict PD-L1 Expression Levels in Non-small Cell Lung Cancer: a Two-Center Study. 1073-1085 - Zahra Khodabakhshi, Mehdi Amini
Overall Survival Prediction in Renal Cell Carcinoma Patients Using Computed Tomography Radiomic and Clinical Information. 1086-1098 - Junwon Bae
External Validation of Deep Learning Algorithm for Detecting and Visualizing Femoral Neck Fracture Including Displaced and Non-displaced Fracture on Plain X-ray. 1099-1109 - Anton Niukkanen
Quantitative Three-Dimensional Assessment of the Pharmacokinetic Parameters of Intra- and Peri-tumoural Tissues on Breast Dynamic Contrast-Enhanced Magnetic Resonance Imaging. 1110-1119 - Hussein Aljawad
Effects of the Nasal Cavity Complexity on the Pharyngeal Airway Fluid Mechanics: A Computational Study. 1120-1133 - Matías Fernández Patón
MR Denoising Increases Radiomic Biomarker Precision and Reproducibility in Oncologic Imaging. 1134-1145 - Peian Hu
Machine Learning in the Differentiation of Soft Tissue Neoplasms: Comparison of Fat-Suppressed T2WI and Apparent Diffusion Coefficient (ADC) Features-Based Models. 1146-1155 - Mingxi Lei
Benchmarking Various Radiomic Toolkit Features While Applying the Image Biomarker Standardization Initiative toward Clinical Translation of Radiomic Analysis. 1156-1170 - Lucas Etzel
Digital Leg Volume Quantification: Precision Assessment of a Novel Workflow Based on Single Capture Three-dimensional Whole-Body Surface Imaging. 1171-1182 - Alex Bratt
Deep Learning Improves the Temporal Reproducibility of Aortic Measurement. 1183-1189 - Raluca-Elena Nica, Mircea-Sebastian Serbanescu, Lucian-Mihai Florescu, Georgiana-Cristiana Camen, Costin Teodor Streba
Deep Learning: a Promising Method for Histological Class Prediction of Breast Tumors in Mammography. 1190-1198 - Yu-Cheng Liu
3D Isotropic Super-resolution Prostate MRI Using Generative Adversarial Networks and Unpaired Multiplane Slices. 1199-1208 - Mahtab Saeidifar, Mehran Yazdi
Performance Improvement in Brain Tumor Detection in MRI Images Using a Combination of Evolutionary Algorithms and Active Contour Method. 1209-1224 - Yongwon Cho
Active Learning for Efficient Segmentation of Liver with Convolutional Neural Network-Corrected Labeling in Magnetic Resonance Imaging-Derived Proton Density Fat Fraction. 1225-1236 - Vanessa De Araujo Faria, Mehran Azimbagirad
Prediction of Radiation-Related Dental Caries Through PyRadiomics Features and Artificial Neural Network on Panoramic Radiography. 1237-1248 - Hogun Ha, Kyunghwa Jung, Seongpung Lee, Hyunki Lee, Jaesung Hong
Heterogeneous Stitching of X-ray Images According to Homographic Evaluation. 1249-1263 - Zhen Chao
A New General Maximum Intensity Projection Technology via the Hybrid of U-Net and Radial Basis Function Neural Network. 1264-1278 - Zheng Liu, Jinnian Zhang
Robustifying Deep Networks for Medical Image Segmentation. 1279-1293 - Abiola Femi-Abodunde, Kristen Olinger, Lauren M. B. Burke, Thad Benefield, Ellie R. Lee, Katrina McGinty, Benjamin M. Mervak
Radiology Dictation Errors with COVID-19 Protective Equipment: Does Wearing a Surgical Mask Increase the Dictation Error Rate? 1294-1301 - Abderrazek Boufahja
Quantitative Evaluation of PACS Query/Retrieve Capabilities. 1302-1315 - Javier Azcona Sáenz
Instagram's Influence on Radiology Today: Reviewing the Evolving Educational Journey from a Hospital to National Societies. 1316-1327 - Gabrielle Schwartzman, Pradip Ramamurti:
Visible Body Human Anatomy Atlas: Innovative Anatomy Learning. 1328-1330
Volume 34, Number 6, December 2021
- Ross W. Filice
Biomedical Ontologies to Guide AI Development in Radiology. 1331-1341 - Dimitrios S. Karagiannakis
Comparative Utility of Transient and 2D Shear Wave Elastography for the Assessment of Liver Fibrosis in Clinical Practice. 1342-1348 - Ritwick Ghosh
Determining Top Fully Connected Layer's Hidden Neuron Count for Transfer Learning, Using Knowledge Distillation: a Case Study on Chest X-Ray Classification of Pneumonia and COVID-19. 1349-1358 - Minjae Lee, Hyemi Kim, Hyo Min Cho, Hee-Joung Kim:
Ultra-Low-Dose Spectral CT Based on a Multi-level Wavelet Convolutional Neural Network. 1359-1375 - Eung-Joo Lee
Rapid Quality Assessment of Nonrigid Image Registration Based on Supervised Learning. 1376-1386 - Tahereh Hassanzadeh
Evolutionary Deep Attention Convolutional Neural Networks for 2D and 3D Medical Image Segmentation. 1387-1404 - Thomas Yi, Ian Pan, Scott Collins
DICOM Image ANalysis and Archive (DIANA): an Open-Source System for Clinical AI Applications. 1405-1413 - Nan Wu
Reducing False-Positive Biopsies using Deep Neural Networks that Utilize both Local and Global Image Context of Screening Mammograms. 1414-1423 - Kirti Magudia
The Trials and Tribulations of Assembling Large Medical Imaging Datasets for Machine Learning Applications. 1424-1429 - Ezra Shoen
DermIA: Machine Learning to Improve Skin Cancer Screening. 1430-1434 - Daniel J. Blezek
AI Integration in the Clinical Workflow. 1435-1446 - Xiuyuan Wei
Fragile Watermark in Medical Image Based on Prime Number Distribution Theory. 1447-1462 - Shabana Sulthana S. L, Sucharitha M:
Bayesian Framework-Based Adaptive Hybrid Filtering for Speckle Noise Reduction in Ultrasound Images Via Lion Plus FireFly Algorithm. 1463-1477
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