Image and video processing, computer vision, computer graphics, computational vision, biomedical imaging, brain imaging, cryo-tomography of viruses, computational tools in cryo-tomography, computational tools in early diagnosis of psychiatric disorders, differential geometry and differential equations, scientific computation, learning and high dimensional data analysis, sparse modeling and dictionary learning, applied mathematics.

**Recent Publications**- Vu, M-AT; Adalı, T; Ba, D; Buzsáki, G; Carlson, D; Heller, K; Liston, C; Rudin, C; Sohal, VS; Widge, AS; Mayberg, HS; Sapiro, G; Dzirasa, K,
*A Shared Vision for Machine Learning in Neuroscience.*, The Journal of neuroscience : the official journal of the Society for Neuroscience, vol. 38 no. 7 (February, 2018), pp. 1601-1607 [doi] [abs] - Pisharady, PK; Sotiropoulos, SN; Duarte-Carvajalino, JM; Sapiro, G; Lenglet, C,
*Estimation of white matter fiber parameters from compressed multiresolution diffusion MRI using sparse Bayesian learning.*, NeuroImage, vol. 167 (February, 2018), pp. 488-503 [doi] [abs] - Giryes, R; Eldar, YC; Bronstein, A; Sapiro, G,
*Tradeoffs between Convergence Speed and Reconstruction Accuracy in Inverse Problems*, IEEE Transactions on Signal Processing (January, 2018) [doi] [abs] - Pisharady, PK; Sotiropoulos, SN; Sapiro, G; Lenglet, C,
*A Sparse Bayesian Learning Algorithm for White Matter Parameter Estimation from Compressed Multi-shell Diffusion MRI.*, Medical image computing and computer-assisted intervention : MICCAI ... International Conference on Medical Image Computing and Computer-Assisted Intervention, vol. 10433 (September, 2017), pp. 602-610, ISBN 9783319661810 [doi] [abs] - Sokolić, J; Giryes, R; Sapiro, G; Rodrigues, MRD,
*Generalization error of deep neural networks: Role of classification margin and data structure*, 2017 12th International Conference on Sampling Theory and Applications, SampTA 2017 (September, 2017), pp. 147-151, ISBN 9781538615652 [doi] [abs]

- Vu, M-AT; Adalı, T; Ba, D; Buzsáki, G; Carlson, D; Heller, K; Liston, C; Rudin, C; Sohal, VS; Widge, AS; Mayberg, HS; Sapiro, G; Dzirasa, K,