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Dr. Randa El-Zein
at Univ of Texas MD Anderson Cancer Ctr
SPIE Involvement:
Author
Publications (4)
SPIE Journal Paper | 8 July 2023 Open Access
Radiomic and deep learning characterization of breast parenchyma on full field digital mammograms and specimen radiographs: a pilot study of a potential cancer field effect
Natalie Baughan, Hui Li, Li Lan, Matthew Embury, Isaiah Yim, Gary J. Whitman, Randa El-Zein, Isabelle Bedrosian, Maryellen L. Giger
JMI, Vol. 10, Issue 04, 044501, (July 2023) https://doi.org/10.1117/12.10.1117/1.JMI.10.4.044501
KEYWORDS: Mammography, Tumors, Radiography, Radiomics, Deep learning, Breast, Cancer, Breast cancer, Cooccurrence matrices, Histograms
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Proceedings Article | 15 February 2021 Presentation + Paper
Parenchymal field effect analysis for breast cancer risk assessment: evaluation of FFDM radiomic similarity
Proceedings Volume 11597, 115970Z (2021) https://doi.org/10.1117/12.2581791
KEYWORDS: Tumors, Breast cancer, Breast, Statistical analysis, Quantization, Nipple, Cancer
Proceedings Article | 13 March 2019 Paper
Temporal mammographic registration for evaluation of architecture changes in cancer risk assessment
Proceedings Volume 10950, 1095041 (2019) https://doi.org/10.1117/12.2512792
KEYWORDS: Image registration, Mammography, Breast, Cancer, Breast cancer, Tissues, Error analysis, Image segmentation, Image processing, Image resolution
Proceedings Article | 27 February 2018 Paper
Temporal assessment of radiomic features on clinical mammography in a high-risk population
Proceedings Volume 10575, 105753Q (2018) https://doi.org/10.1117/12.2293368
KEYWORDS: Cancer, Mammography, Breast, Feature extraction, Breast cancer, Control systems, Medical imaging, Biopsy, Image classification, Tissues
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