Publications

 
  • "Group-theoretic algorithms for matching problems with applications to Computer Vision", Deepti Pachauri. PhD Thesis (2015).
  • "Permutation Diffusion Maps (PDM) with application to the image association problem in Computer Vision", Deepti Pachauri, Risi Kondor, Vikas Singh. Advances in Neural Information Processing Systems (NIPS) 2014. Project webpage.
  • "Multi-resolution shape features via non-Euclidean wavelets: Applications to statistical analysis of cortical thickness", Won Hwa Kim, Vikas Singh, Moo K. Chung, Chris Hinirichs, Deepti Pachauri, O.C. Okonkwo, Sterling C. Johnson. NeuroImage 2014.
  • "Solving the multi-way matching problem by permutation synchronization", Deepti Pachauri, Risi Kondor, Vikas Singh. Advances in Neural Information Processing Systems (NIPS) 2013. Project webpage.
  • "Wavelet based multi-scale shape features on arbitrary surfaces for cortical thickness discrimination",Won Hwa Kim, Deepti Pachauri, Charles Hatt, Moo K. Chung, Sterling C. Johnson, Vikas Singh. Advances in Neural Information Processing Systems (NIPS) 2012.
  • "Incorporating Domain Knowledge in Matching Problems via Harmonic Analysis",Deepti Pachauri, Maxwell Collins, Risi Kondor, Vikas Singh. Proceedings of the International Conference on Machine Learning (ICML) 2012. Poster, Presentation, Video, Paper, Code This is an early release of the code. Fully documented code will be released soon.
  • "Cortical surface topology based kernels with application to inference problems in Alzheimer's disease", Deepti Pachauri, Chris Hinrichs, M.K.Chung, S.C.Johnson, Vikas Singh. IEEE Transactions on Medical Imaging 2011. Paper, Code. For further details on this project, send email.