Postdoctoral Research Fellow- Machine Vision/Image Analysis
Massachusetts General Hospital
- Boston, MA
- Permanent
- Full-time
- Robust engineering, quality, and clinical regulatory teams
- State of the art optical laboratories
- Two class 10,000 clean rooms
- Multiple rapid prototyping facilities
- Nanoscribe optical printing
- Machine learning core
2. Wartak, A., A.K. Kelada, P.A. Leon Alarcon, A.L. Bablouzian, O.O. Ahsen, A.L. Gregg, Y. Wei, K. Bollavaram, C.J. Sheil, E. Farewell, S. VanTol, R. Smith, P. Grahmann, A.R. Baillargeon, J.A. Gardecki, and G.J. Tearney, Dual-modality optical coherence tomography and fluorescence tethered capsule endomicroscopy. Biomed Opt Express, 2021. 12(7): p. 4308-4323.
3. Osborn, E.A., G.J. Ughi, J.W. Verjans, Z. Piao, E. Gerbaud, M. Albaghdadi, H. Khraishah, M.B. Kassab, R.A.P. Takx, J. Cui, A. Mauskapf, C. Shen, R.W. Yeh, M.T. Klimas, A. Tawakol, G.J. Tearney*, and F.A. Jaffer*, Intravascular Molecular-Structural Assessment of Arterial Inflammation in Preclinical Atherosclerosis Progression. JACC Cardiovasc Imaging, 2021. 14(11): p. 2265-2267.
4. Yin, B., Z. Piao, K. Nishimiya, C. Hyun, J.A. Gardecki, A. Mauskapf, F.A. Jaffer, and G.J. Tearney, 3D cellular-resolution imaging in arteries using few-mode interferometry. Light Sci Appl, 2019. 8: p. 104.
5. Leung, H.M., S.E. Birket, C. Hyun, T.N. Ford, D. Cui, G.M. Solomon, R.J. Shei, A.T. Adewale, A.R. Lenzie, C.M. Fernandez-Petty, H. Zheng, J.H. Palermo, D.Y. Cho, B.A. Woodworth, L.M. Yonker, B.P. Hurley, S.M. Rowe, and G.J. Tearney, Intranasal micro-optical coherence tomography imaging for cystic fibrosis studies. Sci Transl Med, 2019. 11(504).A Postdoctoral research fellowship in optical coherence tomography (OCT) machine learning classification is available in the Tearney Lab (www.tearneylab.org) at the Massachusetts General Hospital (MGH) in the Wellman Center for Photomedicine. This appointment will be made at the rank of postdoctoral fellow at Harvard Medical School. MGH’s role as a leading teaching affiliate of Harvard Medical School and close ties to Harvard University and MIT provide an outstanding environment for developing and translating new medical imaging technologies with applications in basic and clinical research.QualificationsJob RequirementsA Ph.D. (or equivalent) in Computer Science or Engineering, Biomedical Engineering, Electrical Engineering, Physics, or a related field is required.Required SkillsA background in using machine learning to solve problems in optical coherence tomography along with multiple publicationsExperience on deep learning frameworks such as PyTorch, Keras or TensorFlowExperience with OCT image analysis and OCT machine learningA strong understanding of classical image processing techniques using MATLAB, ImageJ, and Python. Techniques include spatial frequency domain filtering, lumen segmentation, and denoising data.Desired SkillsIntel Integrated Performance Primitives (IPP), embedded operating systems, Arduino, and GPU programming are helpful.An understanding of types of different types of in-vivo medical imaging systems such as fluorescence microscopy, spectroscopy, ultrasound, photoacoustics, and familiarity working with data from several.A working understanding of histological processing methods and identification of normal and abnormal tissue in several disease typesA working understanding of tissue optical propertiesContact InformationInterested candidates are encouraged to send a CV accompanied by a cover letter describing any previous research training, specific areas of interest, and contact information for three letters of reference. Address correspondence to Dr. Gary Tearney, note the position you are applying for in the subject line, and send by email to tearneylabsearch@partners.orgMGH is an equal opportunity employer.