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Publications
- 2022
[i4]Keshava Katti
, Ramya Muthukrishnan, Angelina Heyler, Sarthak Pati, Aprupa Alahari, Michael Sanborn, Emily F. Conant, Christopher G. Scott, Stacey J. Winham, Celine M. Vachon, Pratik Chaudhari, Despina Kontos, Spyridon Bakas:
MammoDL: Mammographic Breast Density Estimation using Federated Learning. CoRR abs/2206.05575 (2022)- 2021
- [j11]Omid Haji Maghsoudi, Aimilia Gastounioti, Christopher G. Scott, Lauren Pantalone, Fang-Fang Wu, Eric A. Cohen, Stacey J. Winham, Emily F. Conant, Celine M. Vachon, Despina Kontos:
Deep-LIBRA: An artificial-intelligence method for robust quantification of breast density with independent validation in breast cancer risk assessment. Medical Image Anal. 73: 102138 (2021) - 2020
- [c63]Raymond Joseph Acciavatti, Eric A. Cohen, Omid Haji Maghsoudi, Aimilia Gastounioti, Lauren Pantalone, Meng-Kang Hsieh, Emily F. Conant, Christopher G. Scott, Stacey J. Winham, Karla Kerlikowske, Celine Vachon, Andrew D. A. Maidment, Despina Kontos:
Robust radiomic feature selection in digital mammography: understanding the effect of imaging acquisition physics using phantom and clinical data analysis. Medical Imaging: Computer-Aided Diagnosis 2020 - [i1]Omid Haji Maghsoudi, Aimilia Gastounioti, Christopher G. Scott, Lauren Pantalone, Fang-Fang Wu, Eric A. Cohen, Stacey J. Winham, Emily F. Conant, Celine M. Vachon, Despina Kontos:
Deep-LIBRA: Artificial intelligence method for robust quantification of breast density with independent validation in breast cancer risk assessment. CoRR abs/2011.08001 (2020) - 2019
- [c58]Ruvini Navaratna, Aimilia Gastounioti, Meng-Kang Hsieh, Lauren Pantalone, Marie Shelanski, Emily F. Conant, Despina Kontos:
Associations between mammographic phenotypes and histopathologic features in ductal carcinoma in situ. Medical Imaging: Computer-Aided Diagnosis 2019: 109502K - 2018
- [c55]Aimilia Gastounioti, Meng-Kang Hsieh, Lauren Pantalone, Emily F. Conant, Despina Kontos:
Volumetric versus area-based density assessment: comparisons using automated quantitative measurements from a large screening cohort. Medical Imaging: Image Processing 2018: 105742H - 2017
- [c54]Andrew Oustimov, Aimilia Gastounioti, Meng-Kang Hsieh, Lauren Pantalone, Emily F. Conant, Despina Kontos:
Convolutional neural network approach for enhanced capture of breast parenchymal complexity patterns associated with breast cancer risk. Medical Imaging: Computer-Aided Diagnosis 2017: 101340S - [c53]Aimilia Gastounioti, Andrew Oustimov, Meng-Kang Hsieh, Lauren Pantalone, Emily F. Conant, Despina Kontos:
Mammographic phenotypes of breast cancer risk driven by breast anatomy. Medical Imaging: Computer-Aided Diagnosis 2017: 1013417 - 2016
- [c51]Aimilia Gastounioti, Brad M. Keller, Meng-Kang Hsieh, Emily F. Conant, Despina Kontos:
Parenchymal texture measures weighted by breast anatomy: preliminary optimization in a case-control study. Medical Imaging: Computer-Aided Diagnosis 2016: 97850M - [c50]Shonket Ray, Brad M. Keller, Jinbo Chen, Emily F. Conant, Despina Kontos:
Parameter optimization of parenchymal texture analysis for prediction of false-positive recalls from screening mammography. Medical Imaging: Computer-Aided Diagnosis 2016: 97851Y - 2015
- [c48]Ning Yu, Jia Wu, Susan P. Weinstein, Bilwaj Gaonkar, Brad M. Keller, Ahmed Bilal Ashraf, YunQing Jiang, Christos Davatzikos, Emily F. Conant, Despina Kontos:
A superpixel-based framework for automatic tumor segmentation on breast DCE-MRI. Medical Imaging: Computer-Aided Diagnosis 2015: 94140O - [c47]Jia Wu, Yangming Ou, Susan P. Weinstein, Emily F. Conant, Ning Yu, Vahid Hoshmand, Brad M. Keller, Ahmed Bilal Ashraf, Mark Rosen, Angela DeMichele, Christos Davatzikos, Despina Kontos:
Quantification of tumor changes during neoadjuvant chemotherapy with longitudinal breast DCE-MRI registration. Medical Imaging: Computer-Aided Diagnosis 2015: 94141Z - 2014
- [c44]Brad M. Keller, Jinbo Chen, Emily F. Conant, Despina Kontos:
Breast density and parenchymal texture measures as potential risk factors for estrogen-receptor positive breast cancer. Medical Imaging: Computer-Aided Diagnosis 2014: 90351D - [c43]Shonket Ray, Jae Y. Choi, Brad M. Keller, Jinbo Chen, Emily F. Conant, Despina Kontos:
Application of computer-extracted breast tissue texture features in predicting false-positive recalls from screening mammography. Medical Imaging: Computer-Aided Diagnosis 2014: 90351X - 2013
- [c42]Shandong Wu, Susan P. Weinstein, Emily F. Conant, Despina Kontos:
Fully-automated fibroglandular tissue segmentation and volumetric density estimation in breast MRI by integrating a continuous max-flow model and a likelihood atlas. Medical Imaging: Computer-Aided Diagnosis 2013: 86701C - [c41]Yuanjie Zheng, Yan Wang, Brad M. Keller, Emily F. Conant, James C. Gee, Despina Kontos:
A fully-automated software pipeline for integrating breast density and parenchymal texture analysis for digital mammograms: parameter optimization in a case-control breast cancer risk assessment study. Medical Imaging: Computer-Aided Diagnosis 2013: 86701B - 2012
- [c37]Brad M. Keller, Emily F. Conant, Huen Oh, Despina Kontos:
Breast Cancer Risk Prediction via Area and Volumetric Estimates of Breast Density. Digital Mammography / IWDM 2012: 236-243 - [c36]Shandong Wu, Susan Weinstein, Brad M. Keller, Emily F. Conant, Despina Kontos:
Fully-Automated Fibroglandular Tissue Segmentation in Breast MRI. Digital Mammography / IWDM 2012: 244-251 - [c35]Gopal Karemore, Brad M. Keller, Huen Oh, Julia Tchou, Mads Nielsen, Emily F. Conant, Despina Kontos:
Mammographic Parenchymal Texture Analysis for Estrogen-Receptor Subtype Specific Breast Cancer Risk Estimation. Digital Mammography / IWDM 2012: 596-603 - [c33]Shandong Wu, Susan P. Weinstein, Emily F. Conant, A. Russell Localio, Mitchell D. Schnall, Despina Kontos:
Fully automated chest wall line segmentation in breast MRI by using context information. Medical Imaging: Computer-Aided Diagnosis 2012: 831507 - 2011
- [c28]Dania Daye, Ezra Bobo, Bethany Baumann, Antonios Ioannou, Emily F. Conant, Andrew D. A. Maidment, Despina Kontos:
Mammographic parenchymal texture as an imaging marker of hormonal activity: a comparative study between pre- and post-menopausal women. Medical Imaging: Computer-Aided Diagnosis 2011: 79631N - [c27]Diane Li, Sara Gavenonis, Emily F. Conant, Despina Kontos:
Comparison of breast percent density estimation from raw versus processed digital mammograms. Medical Imaging: Computer-Aided Diagnosis 2011: 79631X - [c25]Brad M. Keller, Diane Nathan, Yan Wang, Yuanjie Zheng, James C. Gee, Emily F. Conant, Despina Kontos:
Adaptive Multi-cluster Fuzzy C-Means Segmentation of Breast Parenchymal Tissue in Digital Mammography. MICCAI (3) 2011: 562-569 - 2010
- [c24]Emily F. Conant, Diane Li, Sara Gavenonis, Predrag R. Bakic, Ann-Katherine Carton, Cuiping Zhang, Andrew D. A. Maidment, Despina Kontos:
A Comparative Study of the Inter-reader Variability of Breast Percent Density Estimation in Digital Mammography: Potential Effect of Reader's Training and Clinical Experience. Digital Mammography / IWDM 2010: 114-120 - [c23]Despina Kontos, Predrag R. Bakic, Raymond Joseph Acciavatti, Emily F. Conant, Andrew D. A. Maidment:
A Comparative Study of Volumetric and Area-Based Breast Density Estimation in Digital Mammography: Results from a Screening Population. Digital Mammography / IWDM 2010: 378-385 - [c22]Despina Kontos, Ye Xing, Predrag R. Bakic, Emily F. Conant, Andrew D. A. Maidment:
A comparative study of volumetric breast density estimation in digital mammography and magnetic resonance imaging: results from a high-risk population. Medical Imaging: Computer-Aided Diagnosis 2010: 762409 - 2008
- [c17]Despina Kontos, Predrag R. Bakic, Andrea B. Troxel, Emily F. Conant, Andrew D. A. Maidment:
Digital Breast Tomosynthesis Parenchymal Texture Analysis for Breast Cancer Risk Estimation: A Preliminary Study. Digital Mammography / IWDM 2008: 681-688
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