PROCEEDINGS OF SPIE Front Matter: Volume 12035
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PROCEEDINGS OF SPIE SPIEDigitalLibrary.org/conference-proceedings-of-spie Front Matter: Volume 12035 , "Front Matter: Volume 12035," Proc. SPIE 12035, Medical Imaging 2022: Image Perception, Observer Performance, and Technology Assessment, 1203501 (20 April 2022); doi: 10.1117/12.2638123 Event: SPIE Medical Imaging, 2022, San Diego, California, United States Downloaded From: https://www.spiedigitallibrary.org/conference-proceedings-of-spie on 27 Jun 2022 Terms of Use: https://www.spiedigitallibrary.org/terms-of-use
PROGRESS IN BIOMEDICAL OPTICS AND IMAGING Vol. 23 No. 51 Medical Imaging 2022 Image Perception, Observer Performance, and Technology Assessment Claudia R. Mello-Thoms Sian Taylor-Phillips Editors 20–24 February 2022 San Diego, California, United States 21–27 March 2022 Online Sponsored by SPIE Cooperating Organizations American Association of Physicists in Medicine International Foundation for Computer Assisted Radiology and Surgery Medical Image Perception Society (United States) Radiological Society of North America Society for Imaging Informatics in Medicine (United States) World Molecular Imaging Society Published by SPIE Volume 12035 Proceedings of SPIE, 1605-7422, V. 12035 Medical Imaging 2022: Image Perception, Observer Performance, and Technology Assessment, edited by Claudia R. Mello-Thoms, Sian Taylor-Phillips, Proc. of SPIE Vol. 12035, 1203501 · © 2022 SPIE · 1605-7422 · doi: 10.1117/12.2638123 Proc. of SPIE Vol. 12035 1203501-1 Downloaded From: https://www.spiedigitallibrary.org/conference-proceedings-of-spie on 27 Jun 2022 Terms of Use: https://www.spiedigitallibrary.org/terms-of-use
The papers in this volume were part of the technical conference cited on the cover and title page. Papers were selected and subject to review by the editors and conference program committee. Some conference presentations may not be available for publication. Additional papers and presentation recordings may be available online in the SPIE Digital Library at SPIEDigitalLibrary.org. The papers reflect the work and thoughts of the authors and are published herein as submitted. The publisher is not responsible for the validity of the information or for any outcomes resulting from reliance thereon. Please use the following format to cite material from these proceedings: Author(s), "Title of Paper," in Medical Imaging 2022: Image Perception, Observer Performance, and Technology Assessment, edited by Claudia R. Mello-Thoms, Sian Taylor-Phillips, Proc. of SPIE 12035, Seven-digit Article CID Number (DD/MM/YYYY); (DOI URL). ISSN: 1605-7422 ISSN: 2410-9045 (electronic) ISBN: 9781510649453 ISBN: 9781510649460 (electronic) Published by SPIE P.O. Box 10, Bellingham, Washington 98227-0010 USA Telephone +1 360 676 3290 (Pacific Time) SPIE.org Copyright © 2022 Society of Photo-Optical Instrumentation Engineers (SPIE). Copying of material in this book for internal or personal use, or for the internal or personal use of specific clients, beyond the fair use provisions granted by the U.S. Copyright Law is authorized by SPIE subject to payment of fees. To obtain permission to use and share articles in this volume, visit Copyright Clearance Center at copyright.com. Other copying for republication, resale, advertising or promotion, or any form of systematic or multiple reproduction of any material in this book is prohibited except with permission in writing from the publisher. Printed in the United States of America by Curran Associates, Inc., under license from SPIE. Publication of record for individual papers is online in the SPIE Digital Library. SPIEDigitalLibrary.org Paper Numbering: A unique citation identifier (CID) number is assigned to each article in the Proceedings of SPIE at the time of publication. Utilization of CIDs allows articles to be fully citable as soon as they are published online, and connects the same identifier to all online and print versions of the publication. SPIE uses a seven-digit CID article numbering system structured as follows: The first five digits correspond to the SPIE volume number. The last two digits indicate publication order within the volume using a Base 36 numbering system employing both numerals and letters. These two-number sets start with 00, 01, 02, 03, 04, 05, 06, 07, 08, 09, 0A, 0B … 0Z, followed by 10-1Z, 20-2Z, etc. The CID Number appears on each page of the manuscript. Proc. of SPIE Vol. 12035 1203501-2 Downloaded From: https://www.spiedigitallibrary.org/conference-proceedings-of-spie on 27 Jun 2022 Terms of Use: https://www.spiedigitallibrary.org/terms-of-use
Contents vii Conference Committee ARTIFICIAL INTELLIGENCE 12035 03 Developing interactive computer-aided detection tools to support translational clinical research [12035-12] 12035 04 Assessment of manual and automated intracranial artery diameter measurements [12035-13] 12035 05 Analyzing neural networks applied to an anatomical simulation of the breast [12035-14] 12035 06 Using virtual clinical trials to determine the accuracy of AI-based quantitative imaging biomarkers in oncology trials using standard-of-care CT [12035-15] 12035 07 Interpretable deep learning models for better clinician-AI communication in clinical mammography [12035-16] IMAGE PERCEPTION I 12035 08 Investigating reading strategies and eye behaviours associated with high diagnostic performance when reading digital breast tomosynthesis (DBT) images [12035-1] 12035 09 Satisfaction of search (SOS) error and new lesions identification on imaging in central review for clinical trials [12035-4] MODEL OBSERVERS 12035 0A Optimizing model observer performance in learning-based CT reconstruction [12035-6] 12035 0B A deep Q-learning method for optimizing visual search strategies in backgrounds of dynamic noise [12035-7] 12035 0C Individualized and generalized learner models for predicting missed hepatic metastases [12035-8] 12035 0D Investigating the limited performance of a deep-learning-based SPECT denoising approach: an observer-study-based characterization [12035-11] iii Proc. of SPIE Vol. 12035 1203501-3 Downloaded From: https://www.spiedigitallibrary.org/conference-proceedings-of-spie on 27 Jun 2022 Terms of Use: https://www.spiedigitallibrary.org/terms-of-use
OBSERVER PERFORMANCE AND ROC METHODS 12035 0E Identical-test Roe and Metz simulation model for validating multi-reader methods of analysis for comparing different radiologic imaging modalities [12035-17] 12035 0F Sequestration of imaging studies in MIDRC: a multi-institutional data commons [12035-18] 12035 0G MATLAB toolbox for ROC analysis of multi-reader multi-case diagnostic imaging studies [12035-19] 12035 0H Diagnostic performances of radiology trainees in reading digital breast tomosynthesis and the synthesized view [12035-20] 12035 0I Visual grading characteristic (VGC) analysis of uterine artery embolisation (UAE) image quality assessment by interventional radiologists and interventional radiographers [12035-21] 12035 0J Using reader disagreement index as a tool for monitoring impact on read quality due to reader fatigue in central reviewers [12035-22] MONDAY MORNING KEYNOTES 12035 0K In between are the doors of perception (Keynote Paper) [12035-500] TECHNOLOGY ASSESSMENT 12035 0L Breast density distribution among the Saudi screening population and correlation between radiologist visual assessment and two automated methods [12035-23] 12035 0M No-gold-standard evaluation of quantitative imaging methods in the presence of correlated noise [12035-24] 12035 0N Assessment of boundary discrimination performance in a printed phantom [12035-25] 12035 0O Evaluating procedures for establishing generative adversarial network-based stochastic image models in medical imaging [12035-26] TRANSLATION OF CAD-AI METHODS TO CLINICAL PRACTICE: ARE WE THERE YET? JOINT SESSION WITH CONFERENCES 12033 AND 12035 12035 0P Is this good enough? On expert perception of brain tumor segmentation quality [12035-29] 12035 0Q Wait-time-saving analysis and clinical effectiveness of computer-aided triage and notification (CADt) devices based on queueing theory [12035-30] iv Proc. of SPIE Vol. 12035 1203501-4 Downloaded From: https://www.spiedigitallibrary.org/conference-proceedings-of-spie on 27 Jun 2022 Terms of Use: https://www.spiedigitallibrary.org/terms-of-use
IMAGE PERCEPTION II 12035 0R The reliability of radiologists' first impression interpreting a screening mammogram [12035-31] 12035 0S Test-set training is linked to increased breast screening cancer detection rates [12035-32] 12035 0T Experience does not protect against missed incidental-findings in radiology [12035-33] POSTER SESSION 12035 0U Comparison of performance in breast lesions classification using radiomics and deep transfer learning: an assessment study [12035-35] 12035 0V Case-based repeatability and operating point variability of AI: breast lesion classification based on deep transfer learning [12035-36] 12035 0W Assessment of a new CAD-generated imaging marker to predict risk of having mammography-occult tumors [12035-37] 12035 0X Low-dose CT denoising via CNN trained using images with activation map [12035-38] 12035 0Y AI-based analysis of radiologist’s eye movements for fatigue estimation: a pilot study on chest X-rays [12035-39] 12035 0Z Comparison of deep learning architectures for COVID-19 diagnosis using chest X-ray images [12035-40] 12035 10 A task-informed model training method for deep neural network-based image denoising [12035-41] 12035 11 Predicting human detection performance in magnetic resonance imaging (MRI) with total variation and wavelet sparsity regularizers [12035-43] 12035 12 Learned Hotelling observers for use with multi-modal data [12035-44] 12035 13 Performance of list mode Hotelling observer and comparison to a neural network observer [12035-45] 12035 14 Investigation of adversarial robust training for establishing interpretable CNN-based numerical observers [12035-46] 12035 15 Performance evaluation of image quality metrics for perceptual assessment of low-dose computed tomography images (Cum Laude Poster Award) [12035-47] 12035 16 Semi-blinded freehand 3D ultrasound with novice users [12035-48] v Proc. of SPIE Vol. 12035 1203501-5 Downloaded From: https://www.spiedigitallibrary.org/conference-proceedings-of-spie on 27 Jun 2022 Terms of Use: https://www.spiedigitallibrary.org/terms-of-use
12035 17 Varying performance levels for diagnosing mammographic images depending on reader nationality have AI and educational implications [12035-49] 12035 18 Diagnostic efficacy in screening mammograms does not improve with peer reading strategy: a Sino-Australian study [12035-50] 12035 19 Influence of deep learning reconstruction on task-based model observer performance in CT: an anthropomorphic head phantom study [12035-52] 12035 1A Task-specific evaluation of clinical pediatric fluoroscopy systems (Cum Laude Poster Award) [12035-53] 12035 1B Visibility of noise texture changes in CT images [12035-54] 12035 1C Noise2Quality: non-reference, pixel-wise assessment of low dose CT image quality [12035-55] 12035 1D Camera-based distance detection and contact tracing to monitor potential spread of COVID-19 [12035-56] 12035 1E High volume chest radiography to facilitate pulmonary nodule identification on chest radiographs [12035-58] vi Proc. of SPIE Vol. 12035 1203501-6 Downloaded From: https://www.spiedigitallibrary.org/conference-proceedings-of-spie on 27 Jun 2022 Terms of Use: https://www.spiedigitallibrary.org/terms-of-use
Conference Committee Symposium Chairs Metin N. Gurcan, Wake Forest Baptist Medical Center (United States) Robert M. Nishikawa, University of Pittsburgh (United States) Conference Chairs Claudia R. Mello-Thoms, University Iowa Carver College of Medicine (United States) and University of Pittsburgh (United States) Sian Taylor-Phillips, The University of Warwick (United Kingdom) Conference Program Committee Craig K. Abbey, University of California, Santa Barbara (United States) Mark A. Anastasio, Washington University in St. Louis (United States) Susan M. Astley, The University of Manchester (United Kingdom) Jongduk Baek, Yonsei University (Korea, Republic of) François O. Bochud, Center Hospitalier University Vaudois (Switzerland) Jovan G. Brankov, Illinois Institute of Technology (United States) Yan Chen, Loughborough University (United Kingdom) Brandon D. Gallas, U.S. Food and Drug Administration (United States) Howard C. Gifford, University of Houston (United States) Stephen L. Hillis, The University of Iowa (United States) Elizabeth A. Krupinski, Emory University School of Medicine (United States) Matthew A. Kupinski, College of Optical Sciences, The University of Arizona (United States) Mark F. McEntee, University College Cork (Ireland) Robert M. Nishikawa, University of Pittsburgh (United States) Ljiljana Platiša, Universität Gent (Belgium) Ingrid S. Reiser, The University of Chicago (United States) Frank W. Samuelson, U.S. Food and Drug Administration (United States) Pontus A. Timberg, Scanias Universität Hospital (Sweden) vii Proc. of SPIE Vol. 12035 1203501-7 Downloaded From: https://www.spiedigitallibrary.org/conference-proceedings-of-spie on 27 Jun 2022 Terms of Use: https://www.spiedigitallibrary.org/terms-of-use
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