Miaomiao Zhang

Selected Publications

Please Check Google Scholar Citation for full publications.

Ph.D. Dissertation [Defense Video]

• Bayesian models on manifolds for image registration and statistical shape analysis

Conference

• Frequency diffeomorphisms for efficient image registration
  Zhang, M., Liao, R., Dalca, A. V., Turk, E. A., Luo, J., Grant, E. P., and Golland, P.
  International Conference on Information Processing in Medical Imaging (IPMI), 2017 (Oral Presentation)
  

• Fast Geodesic Regression for Population-Based Image Analysis
  Hong, Y., Golland, P., and Zhang, M.
  Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2017 (Oral Presentation)
  

• Low-dimensional statistics of anatomical variability via compact representation of image de- formations.
  Zhang, M., Wells III, W. M., and Golland, P.
  Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2016 (Oral Presentation, Runner up for Student Best Paper Award)
  

• Finite-Dimensional Lie Algebras for Fast Diffeomorphic Image Registration
  Zhang, M., and Fletcher, P. T.
  International Conference on Information Processing in Medical Imaging (IPMI), 2015 (Oral Presentation)
  

• Bayesian Principal Geodesic Analysis in Diffeomorphic Image Registration
  Zhang, M., and Fletcher, P. T.
  Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2014 (Student Best Paper Award)
  

• Bayesian estimation of regularization and atlas building in diffeomorphic image registration
  Zhang, M., and Fletcher, P. T.
  International Conference on Information Processing in Medical Imaging (IPMI), 2013 (Oral Presentation)
  

• Probabilistic Principal Geodesic Analysis
  Zhang, M., and Fletcher, P. T.
  International Conference on Information Processing in Medical Imaging (NIPS), 2013
  

Journal

• Probabilistic Modeling of Anatomical Variability Using a Low Dimensional Parameterization of Diffeomorphisms
  Zhang, M., Wells III, W. M., and Golland, P.
  Medical Image Analysis (MEDIA), 2017
  

• Statistical shape analysis: From landmarks to diffeomorphisms
  Zhang, M. and Golland, P.
  Medical Image Analysis (MEDIA), 2016
  

• Bayesian Principal Geodesic Analysis for Estimating Intrinsic Diffeomorphic Image Variability
  Zhang, M. and Fletcher, P. T.
  Medical Image Analysis (MEDIA), 2015
  

Book Chapter

• Bayesian statistical shape analysis on the manifold of diffeomorphisms
  Zhang, M. and Fletcher, P. T.
  Algorithmic Advances in Riemannian Geometry and Applications, 2016
  

• Probabilistic Geodesic Models for Regression and Dimensionality Reduction on Riemannian Manifolds
  Fletcher, P. T. and Zhang, M.
  Riemannian Computing in Computer Vision (RCCV), 2015