Education

Academic Snapshot

9.14
Ph.D. CPI / 10
9.03
M.Tech CPI / 10
8.97
B.Tech CPI / 10
6 mo.
Research stay in Germany
Research progression. My training has moved from computer science and predictive modelling, through hyperspectral sensing and field data acquisition, toward generative representations for image restoration and scientific imaging.
Visiting Researcher — Helmholtz-Zentrum Dresden-Rossendorf (HZDR)
Mar 2026 — Sep 2026
Helmholtz Institute Freiberg, Germany · Supervised by Prof. Dr. Richard Gloaguen · Mentored by Dr. Sam T. Thiele
Research Lab Abroad Fellowship (Visvesvaraya PhD Scheme, MeitY). During this research stay, I focused on hyperspectral image restoration with generative models, using the opportunity to connect computer-vision methods with scientific imaging problems and to work in an interdisciplinary research environment.
Ph.D., Computer Science and Engineering — CPI 9.14 / 10
Dec 2022 — Present
My doctoral research focuses on visual learning and generative representations for image restoration and hyperspectral imaging. The work spans image restoration, hyperspectral reconstruction, super-resolution and emerging representations such as neural fields and Gaussian splatting, with an emphasis on building practical and physically meaningful reconstruction methods.
Project Associate — IIT Ropar
Sep 2021 — Nov 2022
IIT Ropar · with Prof. Neeraj Goel
Worked on computer-vision methods for industrial automation, combining hyperspectral imaging with stereo vision for volume estimation. This experience provided an early bridge between multimodal sensing, image analysis and applied vision systems.
M.Tech, Computer Science and Engineering — CPI 9.03 / 10 · 2nd Rank
Aug 2019 — Jul 2021
Aliah University, Kolkata · with Prof. Saiyed Umar
Completed an M.Tech. thesis on a predictive framework for Parkinson's disease analysis. The work developed my experience in machine learning, predictive modelling and research-oriented experimentation, and was subsequently published by Springer Nature in 2023.
B.Tech, Computer Science and Engineering — CPI 8.97 / 10 · 1st Rank
Jun 2015 — Jul 2019
Completed a B.Tech. project on an IoT-based home automation system, combining sensor integration with wireless communication. The project gave me an early foundation in programming, system integration and building end-to-end technology prototypes.