no code implementations • 9 Apr 2024 • Arkaprabha Basu, Kushal Bose, Sankha Subhra Mullick, Anish Chakrabarty, Swagatam Das
Super-Resolution (SR) is a time-hallowed image processing problem that aims to improve the quality of a Low-Resolution (LR) sample up to the standard of its High-Resolution (HR) counterpart.
no code implementations • 11 Dec 2023 • Anish Chakrabarty, Arkaprabha Basu, Swagatam Das
Variational Autoencoders (VAEs) have been a pioneering force in the realm of deep generative models.
1 code implementation • 7 Apr 2022 • Shounak Datta, Sankha Subhra Mullick, Anish Chakrabarty, Swagatam Das
We then use a novel strategy to artificially form new tasks for training by interpolating between the available tasks and their respective interval bounds.
no code implementations • NeurIPS 2021 • Anish Chakrabarty, Swagatam Das
The introduction of Variational Autoencoders (VAE) has been marked as a breakthrough in the history of representation learning models.