Suyash P. Awate Suyash P. Awate
Associate 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
   
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)