Resume [PDF]
EDUCATION
Wayne State University, Detroit, MI, USA - Aug 2018 – present
PhD student in Computer Science (GPA: 3.96/4.0)
Advisor: Dr Ming Dong
Specialization: Deep Learning on graphs and applications in Medical Imaging.
University of Michigan, Ann Arbor, MI, USA - Aug 2014 – Dec 2015
M.S in Electrical and Computer Engineering (GPA: 3.441/4.0)
Specialization: Signal & Image Processing and Machine Learning
West Bengal University of Technology, Kolkata, India - Aug 2008 – July 2012
B.Tech in Electronics and Communications Engineering (GPA: 8.8/10.0)
WORK EXPERIENCE
University of Massachusetts Medical School, Worcester, MA, USA - July 2016 – July 2018
Research Associate, Department of Radiology
Advisor: Dr Michael King
Project: Point Spread Function (PSF) Modeling for SPECT Image Reconstruction.
Delphinus Medical Technologies, Plymouth, MI, USA - June 2015 – Aug 2015
Ultrasound Medical Imaging Intern
Advisor: John Seamans
Project: Advanced Statistical Lesion Analysis from Reconstructed Ultrasound Image Data.
Cognizant Technology Solutions, Kolkata, India - Dec 2012 – Aug 2013
Engineer Trainee in Information Technology Infrastructure Services.
RESEARCH INTERESTS
Deep Learning, Medical Image Processing, Machine Learning, Graph Representation Learning, Computer Vision.
SKILLS
Programming Languages: Python, MATLAB, LaTeX, C/C++.
Frameworks: PyTorch, PyTorch Geometric, Tensorflow, Keras.
OS: Linux, Windows.
JOURNAL PUBLICATIONS (IF – Impact Factor)
[1] Deep Relational Reasoning for the Prediction of Language Impairment and Postoperative Seizure Outcome Using Preoperative DWI Connectome Data of Children with Focal Epilepsy - Banerjee, S., Dong, M., Lee, M.H., O’Hara, N., Juhasz, C., Asano, E., Jeong, J.W., IEEE transactions on medical imaging (IF: 6.685), 2020. (Under Review).
[2] Simulations of a multipinhole SPECT collimator for clinical dopamine transporter (DAT) imaging - Könik, A., De Beenhouwer, J., Mukherjee, J.M., Kalluri, K., Banerjee, S., Zeraatkar, N., Fromme, T. and King, M.A., IEEE transactions on radiation and plasma medical sciences, 2(5), pp.444-451, 2018.
SELECTED CONFERENCE PUBLICATIONS
[1] Prediction of Language Impairments in Children Using Deep Relational Reasoning with DWI Data (Oral) - Banerjee, S., Dong, M., Lee, M.H., O'Hara, N., Asano, E. and Jeong, J.W., IEEE 17th International Symposium on Biomedical Imaging (ISBI) (pp. 1680-1684), 2020.
[2] Point spread function modeling for pinhole SPECT imaging which accounts for aperture size and orientation (SNMMI Conference) (Oral) - Banerjee, S., Auer, B., Zeraatkar, N., Konik, A., Kalluri, K., Zubal, G., Furenlid, L. and King, M., Journal of Nuclear Medicine, 59(supplement 1), pp.360-360, 2018.
[3] Preliminary investigation of a Monte Carlo-based system matrix approach for quantitative clinical brain 123 I SPECT imaging - Auer, B., Zeraatkar, N., Banerjee, S., Goding, J.C., Furenlid, L.R. and King, M.A., IEEE Nuclear Science Symposium and Medical Imaging Conference Proceedings (NSS/MIC) (pp. 1-2), 2018.
[4] Preliminary investigation to improve point spread function modeling for a multi-pinhole SPECT camera - Banerjee, S., Konik, A., Mukherjee, J.M., Kalluri, K.S., Goding, J.C., Caucci, L., Zubal, G.I., Furenlid, L.R. and King, M.A., IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC) (pp. 1-2), 2017.
[5] Preliminary investigation of axial and angular sampling in multi-pinhole AdaptiSPECT-C with XCAT phantoms - Zeraatkar, N., Kalluri, K.S., Könik, A., Mukherjee, J.M., Dey, J., Goding, J.C., He, Y., Fromme, T.J., Auer, B., Banerjee, S., Mok, G., et. al. IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC) (pp. 1-3), 2017.
[6] Preliminary investigation of multiplexed pinholes with circular apertures and elliptical ports for I-123 DAT imaging - Könik, A., Fromme, T., De Beenhouwer, J., He, Y., Banerjee, S., Kalluri, K., Furenlid, L.R. and King, M.A., IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC) (pp. 1-3), 2017.
[7] Stepwise linear regression modeling of the point spread functions of a multi-pinhole SPECT camera for I-123 DaTscan imaging - Mukherjee, J.M., Banerjee, S., Konik, A., Kallur, K.S., Furenlid, L.R. and King, M.A., IEEE Nuclear Science Symposium, Medical Imaging Conference and Room-Temperature Semiconductor Detector Workshop (NSS/MIC/RTSD) (pp. 1-3), 2016.
[8] Optimization of pinhole aperture size of a combined MPH/fanbeam SPECT system for I-123 DAT imaging - Könik, A., Mukherjee, J.M., Banerjee, S., De Beenhouwer, J., Zubal, G.I. and King, M.A., IEEE Nuclear Science Symposium, Medical Imaging Conference and Room-Temperature Semiconductor Detector Workshop (NSS/MIC/RTSD) (pp. 1-2), 2016.
PROFESSIONAL SERVICE
Journal Reviewer: Smart Health (2020) - ELSEVIER.
Conference Reviewer: Information Reuse and Integration for Data Science (IEEE IRI 2020), Connected Health: Applications, Systems and Engineering Technologies (IEEE/ACM CHASE 2020).
Technical Program Committee: IEEE IRI 2020, IEEE/ACM CHASE 2020.
TALKS
Point Spread Function (PSF) Modeling for SPECT Image Reconstruction
Massachusetts General Hospital, MA, USA (2018).
University of Arizona, AZ, USA (2017).
AWARDS & HONORS
Conference Travel Award (2020) – IEEE ISBI.
Graduate Student Professional Travel Award (2020) – Wayne State University.
Thomas C. Rumble University Graduate Fellowship (2018-2019), Wayne State University.
University of Michigan Small Company Internship Award (Jun – Aug 2015).
TEACHING
- Fall 2018: (CSC 6860) - Guest Lecturer, Digital Image Processing & Analysis, Wayne State University.
PROFESSIONAL MEMBERSHIPS
IEEE Graduate Student Member (Membership #: 92479789)