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Faculty,
Courtesy
Sana Syed
Associate Professor of Data Science by Courtesy
School of Data Science
Additional Roles
Associate Professor
School of Medicine
Email: s8xj@virginia.edu
Education
- M.D., Aga Khan University
- M.S., Data Science, University of Virginia
Selected Publications
Pulido, J. V., Guleriai, S., Ehsan, L., Shah, T., Syed, S., & Brown, D. E. (2020, April). Screening for Barrett's Esophagus with Probe-Based Confocal Laser Endomicroscopy Videos. IEEE ISBI.
Sali, R., Adewole, S., Ehsan, L., Denson, L. A., Kelly, P., Amadi, B. C., Holtz, L., Ali, S. A., Moore, S. R., Syed, S., & Brown, D. E. (2020, August). Hierarchical Deep Convolutional Neural Networks for Multi-category Diagnosis of Gastrointestinal Disorders on Histopathological Images. IEEE ICHI.
Pulido, J. V., Guleria, S., Ehsan, L., Fasullo, M., Lippman, R., Mutha, P., Shah, T., Syed, S., & Brown, D. E. (2020, October). Semi-Supervised Classification of Noisy, Gigapixel Histology Images. IEEE BIBE 2020.
Kowsari, K., Sali, R., Ehsan, L., Adorno, W., Ali, A., Moore, S., Amadi, B., Kelly, P., Syed, S., & Brown, D. E. (2020). HMIC: Hierarchical Medical Image Classification, A Deep Learning Approach. MDPI Information.
Shrivastava, A., Adorno, W., Sharma, Y., Ehsan, L., Ali, S. A., Moore, S. R., Amadi, B., Kelly, P., Syed, S., & Brown, D. E. (2021, January). Self-Attentive Adversarial Stain Normalization. AIDP ICPR 2021.
Guleria, S., Shah, T. U., Pulido, J. V., Fasullo, M., Ehsan, L., Lippman, R., Sali, R., Mutha, P., Cheng, L., Brown, D. E., & Syed, S. (2021). Deep Learning Systems Detect Dysplasia with Human-Like Accuracy Using Histopathology and Probe-Based Confocal Laser Endomicroscopy. Nature Scientific Reports.
Sharma, Y., Shrivastava, A., Ehsan, L., Moskaluk, C. A., Syed, S., & Brown, D. E. (2021). Cluster-to-Conquer: A Framework for End-to-End Multi-Instance Learning for Whole Slide Image Classification. MIDL 2021.
Pulido, J. V., Syed, S., & Brown, D. E. (2021). CoMixMatch: Semi-Supervised Detection of Pancreatic Cancer on Noisy, Gigapixel Histology Images. Bioimaging 2021.
Adorno III, W., Catalano, A., Ehsan, L., von Eckstaedt, H. V., Barnes, B., McGowan, E., Syed, S., & Brown, D. E. (2021). Advancing Eosinophilic Esophagitis Diagnosis and Phenotype Assessment with Deep Learning Computer Vision. Bioimaging 2021 Best Paper Award.
Sharma, Y., Ehsan, L., Syed, S., & Brown, D. E. (2021). HistoTransfer: Understanding Transfer Learning for Histopathology. IEEE-BHI 2021.
Syed, S., Al-Boni, M., Khan, M. N., Sadiq, K., Iqbal, N. T., Moskaluk, C. A., Kelly, P., Amadi, B., Ali, S. A., Moore, S. R., & Brown, D. E. (2019). Assessment of Machine Learning Detection of Environmental Enteropathy and Celiac Disease in Children. JAMA.
Patel, V., Khan, M. N., Shrivastava, A., Sadiq, K., Ali, S. A., Moore, S. R., Brown, D. E., & Syed, S. (2020). Artificial Intelligence Applied to Gastrointestinal Diagnostics: A Review. JPGN.
Syed, S., Ehsan, L., Shrivastava, A., Sengupta, S., Khan, M., Kowsari, K., Guleria, S., Sali, R., Kant, K., Kang, S. J., & Sadiq, K. (2021). Artificial Intelligence-based Analytics for Diagnosis of Small Bowel Enteropathies and Black Box Feature Detection. JPGN.