Geometric Deep Learning

How to incorporate geometric information in such a way that it improves generalization ability of deep inverse models? This is the question that we are trying to answer. I am working with Xiajun Jiang under the supervision of Prof. Linwei Wang to answer these questions.

References

  1. Jiang, X., Ghimire, S., Dhamala, J., Li, Z., Gyawali, P.K. and Wang, L., 2020, October. Learning Geometry-Dependent and Physics-Based Inverse Image Reconstruction. In International Conference on Medical Image Computing and Computer-Assisted Intervention (pp. 487-496). Springer, Cham.
Sandesh Ghimire
Postdoctoral Researcher

My research interests include machine learning, computer vision and medical imaging.