Thesis documents

   

Ph.D Thesis and slides.

   

Masters Thesis and slides.

Selected Publications

 

Averaged Deep Denoisers for Image Regularization

Pravin Nair, and K. N. Chaudhury
Journal of Mathematical Imaging and Vision, 2024.
[Paper] [Code]

 

Plug-and-Play Regularization Using Linear Solvers

Pravin Nair, and K. N. Chaudhury
IEEE Transactions on Image Processing (IEEE TIP), 2022.
[Paper]

 

Fixed-point and objective convergence of plug-and-play algorithms

Pravin Nair, R. G. Gavaskar and K. N. Chaudhury
IEEE Transactions on Computational Imaging (IEEE TCI), 2021.
[Paper] [Code]

 

Guided Nonlocal Patch Regularization and Efficient Filtering-Based Inversion for Multiband Fusion

V. S. Unni, Pravin Nair, and K. N. Chaudhury
IEEE Transactions on Computational Imaging (IEEE TCI), 2022.
[Paper]

 

Hyperspectral Fusion Using Weighted Nonlocal Vector Total Variation

V. S. Unni, Pravin Nair, and K. N. Chaudhury
IEEE Geoscience and Remote Sensing Letters (IEEE GRSL), 2022.
[Paper]

 

Plug-and-play registration and fusion

V. S. Unni, Pravin Nair, and K. N. Chaudhury
Proc. IEEE International Conference on Image Processing (IEEE ICIP), 2020.
[Paper]

 

Compressive adaptive bilateral filtering

Pravin Nair, R. G. Gavaskar and K. N. Chaudhury
Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (IEEE ICASSP), 2021.
[Paper] [Code]

 

Hyperspectral image fusion using fast high-dimensional denoising

Pravin Nair, V. S. Unni, and K. N. Chaudhury
Proc. IEEE International Conference on Image Processing (IEEE ICIP), 2019.
[Paper] [Slides]

 

Fast High-Dimensional Kernel Filtering

Pravin Nair, and K. N. Chaudhury
IEEE Signal Processing Letters (IEEE SPL), 2019.
[Paper] [Slides] [Code]

 

Fast high-dimensional bilateral and nonlocal means filtering

Pravin Nair, and K. N. Chaudhury
IEEE Transactions on Image Processing (IEEE TIP), 2018.
[Paper] [Code]

 

Optimized Fourier Bilateral Filtering

S. Ghosh, Pravin Nair, and K. N. Chaudhury
IEEE Signal Processing Letters (IEEE SPL), 2018.
[Paper] [Code]

 

A Concise Review of Fast Bilateral Filtering

Apurba Das, Pravin Nair, S. S. Shylaja, and K. N. Chaudhury
Proc. IEEE International Conference on Image Information Processing (IEEE ICIIP), 2017.
[Paper]

 

Fast high-dimensional filtering using clustering

Pravin Nair, and K. N. Chaudhury
Proc. IEEE International Conference on Image Processing (IEEE ICIP), 2017.
[Paper] [Slides]

 

A fast approximation of the bilateral filter using the discrete Fourier transform

Pravin Nair, Anmol Popli, and K. N. Chaudhury
Image Processing On Line (IPOL), 2017.
[Paper] [Demo]