Robustness and exploration of variational and machine learning approaches to inverse problems: An overview
Published in Wiley GAMM-Mitteilungen, 2024
Curriculum Vitae
You can download a densified pdf version of my CV here (updated Feb 22).
Education
- M.S in Electrical Engineering
- Indian Institute of Technology Madras, 2014
- B.Tech. in Electronics and Telecommunications Engineering
- Sri Venkateshwara University College of Engineering 2011
Academic Experience
- Since 2019: PhD Candidate
- Computer Vision Group, University of Siegen
- Supervisor: Prof. Dr. Michael Moeller
- 2011-2014: Student Researcher
- Depatment of Electrical Engineering, Indian institute of Technology, Madras
- Supervisor: Prof. Dr. Giridhar Krishnamoorthy
Publications
Text-guided Explorable Image Super-resolution
Published in IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR), 2024
On the unreasonable vulnerability of transformers for image restoration–and an easy fix
Published in ICCV 2023 Workshop on Adversarial Robustness In the Real World, 2023
Exploring Open Domain Image Super-Resolution through Text
Published in ICML 2023 Workshop on Artificial Intelligence & Human-Computer Interaction, 2023
Evaluating Adversarial Robustness of Low dose CT Recovery
Published in Medical Imaging with Deep Learning (MIDL), 2023
LDEdit: Towards Generalized Text Guided Image Manipulation via Latent Diffusion Models
Published in British Machine Vision Conference (BMVC), 2022
On Adversarial Robustness of Deep Image Deblurring
Published in IEEE International Conference on Image Processing (ICIP), 2022
A Simple Strategy to Provable Invariance via Orbit Mapping
Published in Asian Conference on Computer Vision (ACCV), 2022
A Generative Model for Generic Light Field Reconstruction
Published in IEEE Transactions on Pattern Analysis \& Machine Intelligence, 2022
A Simple Domain Shifting Network for Generating Low Quality Images
Published in IEEE International Conference on Pattern Recognition, 2020
Blind Single Image Reflection Suppression for Face Images using Deep Generative Priors
Published in IEEE/CVF International Conference on Computer Vision Workshops, 2019
Reviewing
Journals
- IEEE Sensors Journal 2022
Conferences
- ICCV 2023
- CVPR 2023
- ACCV 2022