Baba C. Vemuri, Ph.D.
Wilson and Marie Collins Professor in Engineering
Director, Lab for Computer Vision, Graphics & Med. Img. (CVGMI)
Primary Research Area
Computer Vision & Medical Image Computing
Computer Vision & Medical Image Computing, Image and Signal Analysis
Ph.D., University of Texas at Austin
Rudrasis Chakraborty, Soren Hauberg and Baba C. Vemuri, "Intrinsic Grassmann Averages for Online Linear and Robust Subspace Learning ", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017, Honolulu, Hawaii.
Hyunwoo J. Kim, Nagesh Adluru, Heemanshu Suri, Baba C. Vemuri, Sterling C. Johnson, Vikas Singh, "Riemannian Nonlinear Mixed Effects Models: Analyzing Longitudinal Deformations in Neuroimaging", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017, Honolulu, Hawaii.
Salem Said, Hatem Hajri, Lionel Bombrun, Baba C. Vemuri, "Gaussian distributions on Riemannian symmetric spaces: statistical learning with structured covariance matrices", IEEE Transactions on Information Theory, 2017.
Monami Banerjee, Bing Jian and Baba C. Vemuri, "Robust Fréchet Mean and PGA on Riemannian Manifolds with Applications to Neuroimaging", International Conference on Information Processing in Medical Imaging (IPMI), 2017, pp. 3-15.
Yuanxiang Wang, Hesamoddin Salehian, Guang Cheng, Baba C. Vemuri, "Tracking on the Product Manifold of Shape and Orientation for Tractography from Diffusion MRI", IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2014, pp.3051-3056. [PDF]
Yan Deng, Anand Rangarajan, Stephan J. Eisenschenk, Baba C. Vemuri, "A Riemannian framework for matching point clouds represented by the Schrodinger distance transform", IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2014, pp.3756-3761. [PDF]
Hyunwoo J. Kim, Nagesh Adluru, Barbara B. Bendlin, Sterling C. Johnson, Baba C. Vemuri, Vikas Singh, " Canonical Correlation Analysis on Riemannian Manifolds and Its Applications", European Conf. on Computer Vision (ECCV), 2014, pp.251-267. [PDF]
Hesamoddin Salehian, David Vaillancourt, Baba C. Vemuri, "iPGA: Incremental Principal Geodesic Analysis with Applications to Movement Disorder Classification", Intl. Conf. on Medical Image Computing and Computer Aided Intervention (MICCAI), 2014, pp.765-772. [PDF]
Guang Cheng and Baba C Vemuri, "A Novel Dynamic System in the Space of SPD Matrices with Applications to Appearance Tracking", SIAM Journal of Imaging Science vol. 6(1), 2013, pp.592-615. [PDF]
Jeffrey Ho, Guang Cheng, Hesamoddin Salehian and Baba C. Vemuri, "Recursive Karcher Expectation Estimators And Geometric Law of Large Numbers", International Conference on Artificial Intelligence and Statistics (AISTATS'13), 2013, pp.325-332. [PDF]
Dohyung Seo, Jeffrey Ho and Baba C. Vemuri, "Computing Diffeomorphic Paths for Large Motion Interpolation", CVPR , 2013, pp.1227-1232. [PDF]
Dohyung Seo, Jeffrey Ho and Baba C. Vemuri, "Computing Dieomorphic Paths with Applications to Cardiac Motion Analysis", MICCAI Workshop, Mathematical Foundations of Computational Anatomy, 2013, pp.. [PDF]
Yuchen Xie, Jeffrey Ho, Baba C. Vemuri, "Multiple atlas construction from a heterogeneous brain MR image collection", IEEE Trans. on Medical Imaging vol. 32(3), 2013, pp.628-635. [PDF]
Awards & Distinctions
Wilson and Marie Collins Professor in Engineering 2017
IEEE Computer Society Technical Achievement Award 2017
Fellow of ACM and IEEE
UFRF Professor 2003-06
Best Paper IAPR'92; Best Peer Reviews ECCV'94; Best poster award IPMI'01 & IPMI'05, Best paper MICCAI'11