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Giger, Maryellen L.
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overview Maryellen L. Giger, Ph.D. is the A.N. Pritzker Distinguished Service Professor of Radiology, Committee on Medical Physics, and the College at the University of Chicago. She is also the Vice-Chair of Radiology (Basic Science Research) and the immediate past Director of the CAMPEP-accredited Graduate Programs in Medical Physics/ Chair of the Committee on Medical Physics at the University. For over 30 years, she has conducted research on computer-aided diagnosis, including computer vision, machine learning, and deep learning, in the areas of breast cancer, lung cancer, prostate cancer, brain injury, lupus, and bone diseases, and COVID-19. Over her career, she has served on various NIH, DOD, and other funding agencies’ study sections, and is a former member of the NIBIB Advisory Council of NIH. She is a former president of the American Association of Physicists in Medicine (AAPM) and a former president of the SPIE (the International Society of Optics and Photonics), and was the inaugural Editor-in-Chief of the SPIE Journal of Medical Imaging. She is a member of the National Academy of Engineering (NAE) and was awarded the William D. Coolidge Gold Medal from the American Association of Physicists in Medicine, the highest award given by the AAPM. She is a Fellow of AAPM, AIMBE, SPIE, SBMR, IEEE, COS, and IAMBE, a recipient of the EMBS Academic Career Achievement Award, the SPIE Director's Award, the SPIE Harrison H. Barrett Award in Medical Imaging, the RSNA Honored Educator Award, and the RSNA Outstanding Researcher Award, and was a Hagler Institute Fellow at Texas A&M University. In 2013, Giger was named by the International Congress on Medical Physics (ICMP) as one of the 50 medical physicists with the most impact on the field in the last 50 years. In 2018, she received the iBIO iCON Innovator award. She has more than 260 peer-reviewed publications (over 450 publications), has more than 30 patents and has mentored over 100 graduate students, residents, medical students, and undergraduate students. Her research in computational image-based analyses of breast cancer for risk assessment, diagnosis, prognosis, and response to therapy has yielded various translated components, and she is now using these image-based phenotypes, i.e., “virtual biopsies” in imaging genomics association studies for discovery. She extended her AI in medical imaging research to include the analysis of COVID-19 on CT and chest radiographs, and is contact PI on the NIH NIBIB-funded & ARPA-H-funded Medical Imaging and Data Resource Center (MIDRC; midrc.org). She was a cofounder of Quantitative Insights, Inc., which started through the 2009-2010 New Venture Challenge at the University of Chicago. QI produced QuantX, which in 2017, became the first FDA-cleared, machine-learning-driven system to aid in cancer diagnosis (CADx). In 2019, QuantX was named one of TIME magazine's inventions of the year, and was bought by Qlarity Imaging.
One or more keywords matched the following items that are connected to Giger, Maryellen L.
Item TypeName
Concept Image Enhancement
Concept Diagnostic Imaging
Concept Image Interpretation, Computer-Assisted
Concept Image Processing, Computer-Assisted
Concept Radiographic Image Interpretation, Computer-Assisted
Concept Radiographic Image Enhancement
Concept Diffusion Magnetic Resonance Imaging
Concept Phantoms, Imaging
Concept Radionuclide Imaging
Concept Echo-Planar Imaging
Concept Imaging, Three-Dimensional
Concept Magnetic Resonance Imaging
Concept Computational Biology
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Academic Article Computerized analysis of lesions in US images of the breast.
Academic Article Performance of computer-aided diagnosis in the interpretation of lesions on breast sonography.
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Academic Article Manganese-enhanced MRI detection of impaired calcium regulation in a mouse model of cardiac hypertrophy.
Academic Article Potential of computer-aided diagnosis of high spectral and spatial resolution (HiSS) MRI in the classification of breast lesions.
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Academic Article Validation of quantitative analysis of multiparametric prostate MR images for prostate cancer detection and aggressiveness assessment: a cross-imager study.
Academic Article Pilot study demonstrating potential association between breast cancer image-based risk phenotypes and genomic biomarkers.
Academic Article Quantitative imaging biomarkers: a review of statistical methods for computer algorithm comparisons.
Academic Article Residual analysis of the water resonance signal in breast lesions imaged with high spectral and spatial resolution (HiSS) MRI: a pilot study.
Academic Article Mammographic quantitative image analysis and biologic image composition for breast lesion characterization and classification.
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Academic Article Impact of lesion segmentation metrics on computer-aided diagnosis/detection in breast computed tomography.
Academic Article Welcome to the Journal of Medical Imaging.
Academic Article Preliminary assessment of dispersion versus absorption analysis of high spectral and spatial resolution magnetic resonance images in the diagnosis of breast cancer.
Academic Article LUNGx Challenge for computerized lung nodule classification: reflections and lessons learned.
Academic Article Pioneers in Medical Imaging Series.
Academic Article Introduction to the LUNGx Challenge.
Academic Article Exciting Progress in the Growth of JMI.
Academic Article Deciphering Genomic Underpinnings of Quantitative MRI-based Radiomic Phenotypes of Invasive Breast Carcinoma.
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Academic Article Special Section Guest Editorial:Radiomics and Imaging Genomics: Quantitative Imaging for Precision Medicine.
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Academic Article The Spectrum of Medical Imaging in the 2015 International Year of Light.
Academic Article Digital mammographic tumor classification using transfer learning from deep convolutional neural networks.
Academic Article MR Imaging Radiomics Signatures for Predicting the Risk of Breast Cancer Recurrence as Given by Research Versions of MammaPrint, Oncotype DX, and PAM50 Gene Assays.
Academic Article Bcl-2 as a Therapeutic Target in Human Tubulointerstitial Inflammation.
Academic Article LUNGx Challenge for computerized lung nodule classification.
Academic Article Breast density estimation from high spectral and spatial resolution MRI.
Academic Article Fast bilateral breast coverage with high spectral and spatial resolution (HiSS) MRI at 3T.
Academic Article Computerized method for evaluating diagnostic image quality of calcified plaque images in cardiac CT: Validation on a physical dynamic cardiac phantom.
Academic Article TU-E-217BCD-07: Pilot Study on Consistency in Size Metrics for a Multimodality PEM/MR Breast Imaging Approach.
Academic Article Letter to the Editor: Use of Publicly Available Image Resources.
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Academic Article Breast MRI radiomics: comparison of computer- and human-extracted imaging phenotypes.
Academic Article Quantitative texture analysis: robustness of radiomics across two digital mammography manufacturers' systems.
Academic Article Fuzzy c-means segmentation of major vessels in angiographic images of stroke.
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Academic Article Updates and Changes with JMI.
Academic Article Relationships Between Human-Extracted MRI Tumor Phenotypes of Breast Cancer and Clinical Prognostic Indicators Including Receptor Status and Molecular Subtype.
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Academic Article Machine Learning in Medical Imaging.
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Academic Article Deep learning in medical imaging and radiation therapy.
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Academic Article Breast MRI radiomics for the pretreatment prediction of response to neoadjuvant chemotherapy in node-positive breast cancer patients.
Academic Article Integrating structured abstracts in the Journal of Medical Imaging.
Academic Article Artificial Intelligence: reshaping the practice of radiological sciences in the 21st century.
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Academic Article Radiomics methodology for breast cancer diagnosis using multiparametric magnetic resonance imaging.
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Academic Article Artificial Intelligence and Cellular Segmentation in Tissue Microscopy Images.
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Academic Article Role of standard and soft tissue chest radiography images in deep-learning-based early diagnosis of COVID-19.
Academic Article Lessons learned in transitioning to AI in the medical imaging of COVID-19.
Academic Article Clinical Artificial Intelligence Applications: Breast Imaging.
Academic Article A review of explainable and interpretable AI with applications in COVID-19 imaging.
Academic Article Medical imaging of COVID-19.
Award or Honor Receipt Harrison H. Barrett Award in Medical Imaging
Academic Article Dual-energy three-compartment breast imaging for compositional biomarkers to improve detection of malignant lesions.
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Academic Article Special Issue Editorial: The SPIE Medical Imaging Symposium Celebrates 50 Years.
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Concept Multimodal Imaging
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Academic Article Predicting intensive care need for COVID-19 patients using deep learning on chest radiography.
Academic Article Role of sureness in evaluating AI/CADx: Lesion-based repeatability of machine learning classification performance on breast MRI.
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Academic Article Assessment of a deep learning model for COVID-19 classification on chest radiographs: a comparison across image acquisition techniques and clinical factors.
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Academic Article A Guideline for Open-Source Tools to Make Medical Imaging Data Ready for Artificial Intelligence Applications: A Society of Imaging Informatics in Medicine (SIIM) Survey.
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