• Fast High-Dimensional Filtering 

      Nair, Pravin
      Smoothing (diffusion) is a fundamental task in low-level vision and image processing. In the context of natural images, where edges (sharp discontinuities) play an important psychovisual role, the smoothing process needs ...
    • Provably Convergent Algorithms for Denoiser-Driven Image Regularization 

      Nair, Pravin
      Some fundamental reconstruction tasks in image processing can be posed as an inverse problem where we are required to invert a given forward model. For example, in deblurring and superresolution, the ground-truth image ...