Scholar
Shreshth Saini
Google Scholar ID: OpZ-5K4AAAAJ
Ph.D. Student at University of Texas at Austin
Citations & Impact
Citations
104
H-index
5
i10-index
4
Publications
10
Co-authors
14
list available
Publications
Resume (English only)
Academic Achievements
- Rectified CFG++ accepted to NeurIPS 2025
- Paper accepted in IEEE International Conference on Image Processing, IEEE ICIP 2025
- Paper accepted in 42nd International Conference on Machine Learning (ICML) 2025
- Paper accepted in 3rd Workshop on Generative Models for Computer Vision, CVPR 2025
- Paper accepted in 3rd Workshop on Image/Video/Audio Quality in CV and Gen AI, WACV 2024
- Completed first-ever large-scale HDR subjective perceptual quality study on Amazon Mechanical Turk
- Awarded prestigious Engineering Graduate Fellowship until 2027
Research Experience
- [{'Position': 'Student Researcher', 'Institution': 'Google Research - LUMA Team', 'Location': 'Mountain View', 'Time': 'June 2025'}, {'Position': 'Graduate Research Assistant', 'Institution': 'Laboratory for Image and Video Engineering, UT Austin', 'Location': 'Austin', 'Time': 'August 2022 - Present'}, {'Position': 'Applied Scientist Intern', 'Institution': 'Amazon - Perception Team', 'Location': 'Seattle', 'Time': 'June 2024 - August 2024'}, {'Position': 'Research Intern', 'Institution': 'Alibaba Group', 'Location': 'Sunnyvale', 'Time': 'January 2024 - May 2024'}, {'Position': 'Co-Founder', 'Institution': 'Short-X', 'Location': 'Austin', 'Time': 'January 2023 - January 2024'}, {'Position': 'Machine Learning Engineer', 'Institution': 'BioMind', 'Location': 'Singapore', 'Time': 'February 2022 - June 2022'}, {'Position': 'Research Engineer - AI', 'Institution': 'Arkray Inc.', 'Location': 'Remote', 'Time': 'August 2020 - December 2021'}, {'Position': 'Research Assistant', 'Institution': 'National University of Singapore', 'Location': 'Singapore', 'Time': 'May 2019 - August 2019'}, {'Position': 'Undergraduate Researcher', 'Institution': 'Image Processing and Computer Vision Lab, IIT Jodhpur', 'Location': 'Jodhpur', 'Time': 'August 2018 - August 2020'}, {'Position': 'Research Intern', 'Institution': 'The Multimedia Analytics, Networks and Systems Lab, IIT Mandi', 'Location': 'Mandi', 'Time': 'May 2018 - August 2018'}]
Background
- Research interests: Theoretical foundations of generative models (e.g., Flows, Diffusion, and MLLMs) and their applications in efficient sampling, image/video quality assessment (QA), editing, and inverse problems. Collaborates with YouTube/Google Media Algorithms team in his PhD.
Miscellany
- Excited to join Google Research as a Student Researcher in the LUMA team starting June 2025; Honored to be appointed as Assistant Director of LIVE at UT Austin in March 2025
