Suyash P.
Awate Asha and Keshav Bhide Chair Professor Computer Science and Engineering Department, Indian Institute of Technology (IIT) Bombay Office: A-214, Kanwal Rekhi Building Email: my-first-name @cse.iitb.ac.in |
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Research | Publications | Teaching | Students | CV | Personal |
Statistical Shape Analysis |
Shigwan SJ, Awate SP Hierarchical generative modeling and Monte-Carlo EM in Riemannian shape space for hypothesis testing Medical Image Computing and Computer Assisted Intervention (MICCAI) 2016; 19(3):191-200 Springer LNCS 9902 (acceptance rate 30%) Bone Imaging Data. (a) Example segmentation for the capitate wrist bone, whose boundary gives data. (b),(c) Example sampled shapes. (d),(e) Group mean MAP estimates obtained after EM optimization for parameters. (f) Population mean estimate with Cohen’s effect sizes at each vertex. |
Gaikwad AV, Shigwan SJ, Awate SP A statistical model for smooth shapes in Kendall shape space Medical Image Computing and Computer Assisted Intervention (MICCAI) 2015; 18(3):628-635 Springer LNCS 9351 (acceptance rate 32.5%,student travel award) |
Yu Y-Y, Fletcher PT, Awate SP Hierarchical Bayesian modeling, estimation, and sampling for multigroup shape analysis Medical Image Computing and Computer Assisted Intervention (MICCAI) 2014; 17(3):9-16 Springer LNCS 8675 (podium presentation, acceptance rate 4.2%) |
Related Works |
Joshua E. Cates, P. Thomas Fletcher, Martin
Andreas Styner, Martha Elizabeth Shenton, Ross T. Whitaker: Shape Modeling and Analysis with Entropy-Based Particle Systems. Information Proessing in Medical Imaging (IPMI) 2007: 333-345 |
Allassonniere, S., Kuhn, E., Trouve, A. Construction of Bayesian deformable models via a stochastic approximation algorithm: A convergence study. Bernoulli 16(3), 641–678 (2010) |
Durrleman, S., Pennec, X., Trouve, A., Ayache,
N. Statistical models of sets of curves and surfaces based on currents. Med. Imaging Analysis 13(5), 793–808 (2009) |
Pizer, S., Jung, S., Goswami, D., Vicory, J.,
Zhao, X., Chaudhuri, R., Damon, J., Huckemann, S., Marron, J. Nested sphere statistics of skeletal models. Innov. Shape Analysis 93 (2012) |