Computational Imaging Research Center

2024

Advancing Volumetric Breast Density Segmentation: A Deep Learning Approach with Digital Breast Tomosynthesis

Doiphode, N., Ahluwalia, V. S., Mankowski, W. C., Cohen, E. A., Pati, S., Pantalone, L., Bakas, S., Brooks, A., Vachon, C. M., Conant, E. F., Gastounioti, A. & Kontos, D., 2024, 17th International Workshop on Breast Imaging, IWBI 2024. Giger, M. L., Whitney, H. M., Drukker, K. & Li, H. (eds.). SPIE, 131740O. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 13174).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Beyond Mammographic Density: A Computational Imaging Approach to Identify Effects of Early Adulthood Adiposity on Breast Parenchymal Tissue Patterns in Premenopausal Women

Gupta, S. D., Getz, K., Lopez, J. H., Bennett, D., Toriola, A. T. & Gastounioti, A., 2024, Medical Imaging 2024: Computer-Aided Diagnosis. Chen, W. & Astley, S. M. (eds.). SPIE, 1292722. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 12927).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Breast density assessment via deep learning: Head-to-head model comparisons in full-field digital mammograms and synthetic mammograms

Anant, K., Lopez, J. H., Gupta, S. D., Bennett, D. L. & Gastounioti, A., 2024, Medical Imaging 2024: Computer-Aided Diagnosis. Chen, W. & Astley, S. M. (eds.). SPIE, 129270C. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 12927).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

2023

Abdominal CT pancreas segmentation using multi-scale convolution with aggregated transformations

Yang, J., Marcus, D. S. & Sotiras, A., 2023, Medical Imaging 2023: Computer-Aided Diagnosis. Iftekharuddin, K. M. & Chen, W. (eds.). SPIE, 124651R. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 12465).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

A Generative-Discriminative Deep Learning Approach to Classify Radiology Reports based on the Presence of Follow Up Recommendations

Xiao, P., Yu, X., Mintz, A., Wang, J., Mokkarala, M., Narra, V. R., Marcus, D. S., Bierhals, A. J. & Sotiras, A., 2023, Medical Imaging 2023: Imaging Informatics for Healthcare, Research, and Applications. Park, B. J. & Yoshida, H. (eds.). SPIE, 124690P. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 12469).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Deep learning-based end-to-end scan-type classification, pre-processing, and segmentation of clinical neuro-oncology studies

Chakrabarty, S., Abidi, S. A., Mousa, M., Mokkarala, M., Kelsey, M., LaMontagne, P., Sotiras, A. & Marcus, D. S., 2023, Medical Imaging 2023: Imaging Informatics for Healthcare, Research, and Applications. Park, B. J. & Yoshida, H. (eds.). SPIE, 124690N. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 12469).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Morphological Versus Functional Network Organization: A Comparison Between Structural Covariance Networks and Probabilistic Functional Modes

Lenzini, P., Earnest, T., Min Ha, S., Bani, A., Sotiras, A. & Bijsterbosch, J., 2023, Machine Learning in Clinical Neuroimaging - 6th International Workshop, MLCN 2023, Held in Conjunction with MICCAI 2023, Proceedings. Abdulkadir, A., Bathula, D. R., Dvornek, N. C., Govindarajan, S. T., Habes, M., Kumar, V., Leonardsen, E., Wolfers, T. & Xiao, Y. (eds.). Springer Science and Business Media Deutschland GmbH, p. 163-172 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14312 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

NeuroDOTpy: A Python Neuroimaging Toolbox for DOT

Speh, E., Segel, A., Thacker, Y., Marcus, D., Wheelock, M. D. & Eggebrecht, A. T., 2023, Optical Manipulation and Its Applications, OMA 2023. Optical Society of America, (Optical Manipulation and Its Applications, OMA 2023).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

NeuroDOTpy: A Python Neuroimaging Toolbox for DOT

Speh, E., Segel, A., Thacker, Y., Marcus, D., Wheelock, M. D. & Eggebrecht, A. T., 2023, Optics and the Brain, BRAIN 2023. Optical Society of America, JTu4B.24. (Optics and the Brain, BRAIN 2023).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

NeuroDOTpy: A Python Neuroimaging Toolbox for DOT

Speh, E., Segel, A., Thacker, Y., Marcus, D., Wheelock, M. D. & Eggebrecht, A. T., 2023, Novel Techniques in Microscopy, NTM 2023. Optical Society of America, (Novel Techniques in Microscopy, NTM 2023).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

NeuroDOTpy: A Python Neuroimaging Toolbox for DOT

Speh, E., Segel, A., Thacker, Y., Marcus, D., Wheelock, M. D. & Eggebrecht, A. T., 2023, Bio-Optics: Design and Application, BODA 2023. Optical Society of America, (Bio-Optics: Design and Application, BODA 2023).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

NeuroDOTpy: A Python Neuroimaging Toolbox for DOT

Speh, E., Segel, A., Thacker, Y., Marcus, D., Wheelock, M. D. & Eggebrecht, A. T., 2023, Bio-Optics: Design and Application in Proceedings Biophotonics Congress: Optics in the Life Sciences 2023, OMA, NTM, BODA, OMP, BRAIN 2023. Optical Society of America, (Bio-Optics: Design and Application in Proceedings Biophotonics Congress: Optics in the Life Sciences 2023, OMA, NTM, BODA, OMP, BRAIN 2023).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

NeuroDOTpy: A Python Neuroimaging Toolbox for DOT

Speh, E., Segel, A., Thacker, Y., Marcus, D., Wheelock, M. D. & Eggebrecht, A. T., 2023, Optical Molecular Probes, Imaging and Drug Delivery, OMP 2023. Optical Society of America, JTu4B.24. (Optical Molecular Probes, Imaging and Drug Delivery, OMP 2023).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Non-invasive classification of IDH mutation status of gliomas from multi-modal MRI using a 3D convolutional neural network

Chakrabarty, S., LaMontagne, P., Shimony, J., Marcus, D. & Sotiras, A., 2023, Medical Imaging 2023: Computer-Aided Diagnosis. Iftekharuddin, K. M. & Chen, W. (eds.). SPIE, 124650W. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 12465).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Normative Modeling using Multimodal Variational Autoencoders to Identify Abnormal Brain Volume Deviations in Alzheimer's Disease

Kumar, S., Payne, P. R. O. & Sotiras, A., 2023, Medical Imaging 2023: Computer-Aided Diagnosis. Iftekharuddin, K. M. & Chen, W. (eds.). SPIE, 1246503. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 12465).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Open Access

2 Scopus citations

QCResUNet: Joint Subject-Level and Voxel-Level Prediction of Segmentation Quality

Qiu, P., Chakrabarty, S., Nguyen, P., Ghosh, S. S. & Sotiras, A., 2023, Medical Image Computing and Computer Assisted Intervention – MICCAI 2023 - 26th International Conference, Proceedings. Greenspan, H., Greenspan, H., Madabhushi, A., Mousavi, P., Salcudean, S., Duncan, J., Syeda-Mahmood, T. & Taylor, R. (eds.). Springer Science and Business Media Deutschland GmbH, p. 173-182 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14223 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Scalable NMF via linearly optimized data compression

Ha, S. M., Bani, A. & Sotiras, A., 2023, Medical Imaging 2023: Image Processing. Colliot, O. & Isgum, I. (eds.). SPIE, 124640V. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 12464).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Scopus citations

Scalable Orthonormal Projective NMF via Diversified Stochastic Optimization

Bani, A., Ha, S. M., Xiao, P., Earnest, T., Lee, J. & Sotiras, A., 2023, Information Processing in Medical Imaging - 28th International Conference, IPMI 2023, Proceedings. Frangi, A., de Bruijne, M., Wassermann, D. & Navab, N. (eds.). Springer Science and Business Media Deutschland GmbH, p. 497-508 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13939 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Open Access

1 Scopus citations

Siam-VAE: A hybrid deep learning based anomaly detection framework for automated quality control of head CT scans

Ghosh, S. S., Dhar, R., Marcus, D. S. & Sotiras, A., 2023, Medical Imaging 2023: Computer-Aided Diagnosis. Iftekharuddin, K. M. & Chen, W. (eds.). SPIE, 124650X. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 12465).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Open Access

2022

Dose prediction in proton cancer therapy based on density maps from dual-energy CT using joint statistical image reconstruction

Medrano Matamoros, M. J., Chen, X., Ge, T., Zhao, T., Liao, R., Politte, D. G., Willamson, J. F., Whiting, B. R., Hao, Y., Sun, B. & O'Sullivan, J. A., 2022, Medical Imaging 2022: Physics of Medical Imaging. Zhao, W. & Yu, L. (eds.). SPIE, 1203119. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 12031).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

External validation of an AI-driven breast cancer risk prediction model in a racially diverse cohort of women undergoing mammographic screening

Gastounioti, A., Eriksson, M., Cohen, E., Mankowski, W., Pantalone, L., McCarthy, A. M., Kontos, D., Hall, P. & Conant, E. F., 2022, 16th International Workshop on Breast Imaging, IWBI 2022. Bosmans, H., Marshall, N. & Van Ongeval, C. (eds.). SPIE, 1228617. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 12286).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

2 Scopus citations

NeuroDOT: A Python Neuroimaging Toolbox for DOT

Speh, E., Thacker, Y., Segel, A., Moore, S., Marcus, D., Wheelock, M. D. & Eggebrecht, A. T., 2022, Clinical and Translational Biophotonics, Translational 2022. Optica Publishing Group (formerly OSA), JM3A.26. (Optics InfoBase Conference Papers).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

2021

BrainTumorNet: Multi-task learning for joint segmentation of high-grade glioma and brain metastases from MR images

Chakrabarty, S., Sotiras, A., Milchenko, M., Lamontagne, P., Abraham, C., Robinson, C. & Marcus, D., 2021, Medical Imaging 2021: Image Processing. Isgum, I. & Landman, B. A. (eds.). SPIE, 115960K. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 11596).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

2020

Accurate proton stopping power images reconstructed using joint statistical dual energy CT: Experimental verification and impact of fan-beam CT scatter

Medrano, M., Liu, R., Webb, T., Zhao, T., Williamson, J., Whiting, B., Politte, D. G., Porras-Chaverri, M. & O’Sullivan, J. A., 2020, Medical Imaging 2020: Physics of Medical Imaging. Chen, G.-H. & Bosmans, H. (eds.). SPIE, 113121S. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 11312).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

2 Scopus citations

Automatic breast segmentation in digital mammography using a convolutional neural network

Maghsoudi, O. H., Gastounioti, A., Pantalone, L., Conant, E. & Kontos, D., 2020, 15th International Workshop on Breast Imaging, IWBI 2020. Bosmans, H., Marshall, N. & Van Ongeval, C. (eds.). SPIE, 1151322. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 11513).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

3 Scopus citations

Automatic detection of contrast enhancement in T1-weighted brain MRI of human adults

Milchenko, M., Lamontagne, P. & Marcus, D., 2020, Medical Imaging 2020: Computer-Aided Diagnosis. Hahn, H. K. & Mazurowski, M. A. (eds.). SPIE, 113140F. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 11314).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Scopus citations

Calculation of radiomic features to validate the textural realism of physical anthropomorphic phantoms for digital mammography

Acciavatti, R. J., Cohen, E. A., Haji Maghsoudi, O., Gastounioti, A., Pantalone, L., Hsieh, M. K., Barufaldi, B., Bakic, P. R., Chen, J., Conant, E. F., Kontos, D. & Maidment, A. D. A., 2020, 15th International Workshop on Breast Imaging, IWBI 2020. Bosmans, H., Marshall, N. & Van Ongeval, C. (eds.). SPIE, 1151309. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 11513).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Integrative radiomic analysis for pre-surgical prognostic stratification of glioblastoma patients: from advanced to basic MRI protocols

Bakas, S., Shukla, G., Akbari, H., Erus, G., Sotiras, A., Rathore, S., Sako, C., Ha, S. M., Rozycki, M., Singh, A., Shinohara, R., Bilello, M. & Davatzikos, C., 2020, Medical Imaging 2020: Image-Guided Procedures, Robotic Interventions, and Modeling. Fei, B. & Linte, C. A. (eds.). SPIE, 113151S. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 11315).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

5 Scopus citations

MAGIC: Multi-scale Heterogeneity Analysis and Clustering for Brain Diseases

Wen, J., Varol, E., Chand, G., Sotiras, A. & Davatzikos, C., 2020, Medical Image Computing and Computer Assisted Intervention – MICCAI 2020 - 23rd International Conference, Proceedings. Martel, A. L., Abolmaesumi, P., Stoyanov, D., Mateus, D., Zuluaga, M. A., Zhou, S. K., Racoceanu, D. & Joskowicz, L. (eds.). Springer Science and Business Media Deutschland GmbH, p. 678-687 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12267 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Scopus citations

O-Net: An Overall Convolutional Network for Segmentation Tasks

Maghsoudi, O. H., Gastounioti, A., Pantalone, L., Davatzikos, C., Bakas, S. & Kontos, D., 2020, Machine Learning in Medical Imaging - 11th International Workshop, MLMI 2020, Held in Conjunction with MICCAI 2020, Proceedings. Liu, M., Lian, C., Yan, P. & Cao, X. (eds.). Springer Science and Business Media Deutschland GmbH, p. 199-209 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12436 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

3 Scopus citations

Preprocessing of clinical neuro-oncology MRI studies for big data applications

Chakrabarty, S., Lamontagne, P., Marcus, D. S. & Milchenko, M., 2020, Medical Imaging 2020: Imaging Informatics for Healthcare, Research, and Applications. Chen, P.-H. & Deserno, T. M. (eds.). SPIE, 1131809. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 11318).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

5 Scopus citations

Robust radiomic feature selection in digital mammography: Understanding the effect of imaging acquisition physics using phantom and clinical data analysis

Acciavatti, R. J., Cohen, E. A., Maghsoudi, O. H., Gastounioti, A., Pantalone, L., Hsieh, M. K., Conant, E. F., Scott, C. G., Winham, S. J., Kerlikowske, K., Vachon, C., Maidment, A. D. A. & Kontos, D., 2020, Medical Imaging 2020: Computer-Aided Diagnosis. Hahn, H. K. & Mazurowski, M. A. (eds.). SPIE, 113140W. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 11314).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Scopus citations

SNIPR: Stroke Neuroimaging Phenotype Repository

Mohammadian Foroushani, H., Dhar, R., Chen, Y., Gurney, J., Hamzehloo, A., Lee, J. M. & Marcus, D. S., 2020, Medical Imaging 2020: Imaging Informatics for Healthcare, Research, and Applications. Chen, P.-H. & Deserno, T. M. (eds.). SPIE, 113180B. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 11318).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

2 Scopus citations

The cancer imaging phenomics toolkit (CaPTk): Technical overview

Pati, S., Singh, A., Rathore, S., Gastounioti, A., Bergman, M., Ngo, P., Ha, S. M., Bounias, D., Minock, J., Murphy, G., Li, H., Bhattarai, A., Wolf, A., Sridaran, P., Kalarot, R., Akbari, H., Sotiras, A., Thakur, S. P., Verma, R. & Shinohara, R. T. & 5 others, Yushkevich, P., Fan, Y., Kontos, D., Davatzikos, C. & Bakas, S., 2020, Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries - 5th International Workshop, BrainLes 2019, Held in Conjunction with MICCAI 2019, Revised Selected Papers. Crimi, A. & Bakas, S. (eds.). Springer, p. 380-394 15 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11993 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Open Access

38 Scopus citations

2019

Associations between mammographic phenotypes and histopathologic features in ductal carcinoma in situ

Navaratna, R., Gastounioti, A., Hsieh, M. K., Pantalone, L., Shelanski, M., Conant, E. F. & Kontos, D., 2019, Medical Imaging 2019: Computer-Aided Diagnosis. Mori, K. & Hahn, H. K. (eds.). SPIE, 109502K. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 10950).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Scopus citations

Low-dose photon counting CT reconstruction bias reduction with multi-energy alternating minimization algorithm

Lu, J., Zhang, S., Politte, D. G. & O'Sullivan, J. A., 2019, 15th International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine. Matej, S. & Metzler, S. D. (eds.). SPIE, 110721Q. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 11072).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Open Access

3 Scopus citations

2018

Generative discriminative models for multivariate inference and statistical mapping in medical imaging

Varol, E., Sotiras, A., Zeng, K. & Davatzikos, C., 2018, Medical Image Computing and Computer Assisted Intervention – MICCAI 2018 - 21st International Conference, 2018, Proceedings. Frangi, A. F., Davatzikos, C., Fichtinger, G., Alberola-López, C. & Schnabel, J. A. (eds.). Springer Verlag, p. 540-548 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11072 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Open Access

7 Scopus citations

Regionally discriminative multivariate statistical mapping

Varol, E., Sotiras, A. & Davatzikos, C., May 23 2018, 2018 IEEE 15th International Symposium on Biomedical Imaging, ISBI 2018. IEEE Computer Society, p. 1560-1563 4 p. (Proceedings - International Symposium on Biomedical Imaging; vol. 2018-April).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Scopus citations

Statistically-constrained robust diffeomorphic registration

Zeng, K., Sotiras, A. & Davatzikos, C., May 23 2018, 2018 IEEE 15th International Symposium on Biomedical Imaging, ISBI 2018. IEEE Computer Society, p. 1083-1087 5 p. (Proceedings - International Symposium on Biomedical Imaging; vol. 2018-April).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Validation of the textural realism of a 3D anthropomorphic phantom for digital breast tomosynthesis

Acciavatti, R. J., Hsieh, M. K., Gastounioti, A., Hu, Y., Chen, J., Maidment, A. D. A. & Kontos, D., 2018, 14th International Workshop on Breast Imaging (IWBI 2018). Krupinski, E. A. (ed.). SPIE, 107180R. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 10718).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Open Access

4 Scopus citations

Volumetric versus area-based density assessment: Comparisons using automated quantitative measurements from a large screening cohort

Gastounioti, A., Hsieh, M. K., Pantalone, L., Conant, E. F. & Kontos, D., 2018, Medical Imaging 2018: Image Processing. Angelini, E. D., Angelini, E. D. & Landman, B. A. (eds.). SPIE, 105742H. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 10574).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

4 Scopus citations

2017

Convolutional neural network approach for enhanced capture of breast parenchymal complexity patterns associated with breast cancer risk

Oustimov, A., Gastounioti, A., Hsieh, M. K., Pantalone, L., Conant, E. F. & Kontos, D., 2017, Medical Imaging 2017: Computer-Aided Diagnosis. Petrick, N. A. & Armato, S. G. (eds.). SPIE, 101340S. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 10134).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

2 Scopus citations

Mammographic phenotypes of breast cancer risk driven by breast anatomy

Gastounioti, A., Oustimov, A., Hsieh, M. K., Pantalone, L., Conant, E. F. & Kontos, D., 2017, Medical Imaging 2017: Computer-Aided Diagnosis. Petrick, N. A. & Armato, S. G. (eds.). SPIE, 1013417. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 10134).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

3 Scopus citations

Multi-energy penalized maximum-likelihood reconstruction for x-ray security imaging

Politte, D. G., Lu, J., O'Sullivan, J. A., Johnson, E. & Bosch, C., 2017, Anomaly Detection and Imaging with X-Rays (ADIX) II. Franco, E. D., Neifeld, M. A., Ashok, A. & Gehm, M. E. (eds.). SPIE, 101870D. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 10187).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

2 Scopus citations

2016

Coded aperture x-ray diffraction imaging with transmission computed tomography side-information

Odinaka, I., Greenberg, J. A., Kaganovsky, Y., Holmgren, A., Hassan, M., Politte, D. G., O'Sullivan, J. A., Carin, L. & Brady, D. J., 2016, Medical Imaging 2016: Physics of Medical Imaging. Kontos, D., Lo, J. Y. & Flohr, T. G. (eds.). SPIE, 978323. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 9783).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

4 Scopus citations

Domain and range decomposition methods for coded aperture x-ray coherent scatter imaging

Odinaka, I., Kaganovsky, Y., O'Sullivan, J. A., Politte, D. G., Holmgren, A. D., Greenberg, J. A., Carin, L. & Brady, D. J., 2016, Anomaly Detection and Imaging with X-Rays (ADIX). Gehm, M. E., Ashok, A. & Neifeld, M. A. (eds.). SPIE, 98470R. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 9847).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

GLISTRboost: Combining multimodal MRI segmentation, registration, and biophysical tumor growth modeling with gradient boosting machines for glioma segmentation

Bakas, S., Zeng, K., Sotiras, A., Rathore, S., Akbari, H., Gaonkar, B., Rozycki, M., Pati, S. & Davatzikos, C., Jan 1 2016, Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries - 1st International Workshop, Brainles 2015 Held in Conjunction with MICCAI 2015, Revised Selected Papers. Reyes, M., Crimi, A., Maier, O., Maier, O., Handels, H. & Menze, B. (eds.). Springer Verlag, p. 144-155 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9556).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

81 Scopus citations

Optimizing convergence rates of alternating minimization reconstruction algorithms for real-time explosive detection applications

Bosch, C., Degirmenci, S., Barlow, J., Mesika, A., Politte, D. G. & O'Sullivan, J. A., 2016, Anomaly Detection and Imaging with X-Rays (ADIX). Gehm, M. E., Ashok, A. & Neifeld, M. A. (eds.). SPIE, 98470P. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 9847).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

2 Scopus citations

Parenchymal texture measures weighted by breast anatomy: Preliminary optimization in a case-control study

Gastounioti, A., Keller, B. M., Hsieh, M. K., Conant, E. F. & Kontos, D., 2016, Medical Imaging 2016: Computer-Aided Diagnosis. Tourassi, G. D. & Armato, S. G. (eds.). SPIE, 97850M. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 9785).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

3 Scopus citations

Preliminary evaluation of a fully automated quantitative framework for characterizing general breast tissue histology via color histogram and color texture analysis

Keller, B. M., Gastounioti, A., Batiste, R. C., Kontos, D. & Feldman, M. D., 2016, Medical Imaging 2016: Digital Pathology. Madabhushi, A. & Gurcan, M. N. (eds.). SPIE, 97910A. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 9791).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

3 Scopus citations

Computational Imaging Research Center

Research output

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