Gaurav Shrivastava
gauravsh@umd.edu

I am a PhD graduate from University of Maryland, College Park advised by Prof. Abhinav Shrivastava. My research focuses on the intersection of Machine Learning and Computer Vision. Specifically, my work encompasses Vision Language Models, Diffusion, Video Generation, Computational Photography, LLMs and Gaussian Process models.

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News


Selected Publications

CVF

Efficient Continuous Video Flow Model for Video Prediction
Gaurav Shrivastava, Abhinav Shrivastava
Under submission

CVP

Video Prediction by Modeling Videos as Continuous Multi-Dimensional Processes
Gaurav Shrivastava, Abhinav Shrivastava
CVPR 2024

VDP

Video Decomposition Prior: Editing Videos Layer by Layer
Gaurav Shrivastava, Ser-Nam Lim, Abhinav Shrivastava
ICLR 2024

horn

Video Dynamics Prior: An Internal Learning Approach for Robust Video Enhancements
Gaurav Shrivastava, Ser-Nam Lim, Abhinav Shrivastava
NeurIPS 2023
project page / arxiv / bibtex

@inproceedings{
shrivastava2023video,
title={Video Dynamics Prior: An Internal Learning Approach for Robust Video Enhancements},
author={Gaurav Shrivastava and Ser-Nam Lim and Abhinav Shrivastava},
booktitle={Thirty-seventh Conference on Neural Information Processing Systems},
year={2023},
url={https://openreview.net/forum?id=CCq73CGMyV}
}
            
horn

Hierarchical Video Prediction using Relational Layouts for Human-object Interactions
Navaneeth Bodla, Gaurav Shrivastava, Rama Chellappa, Abhinav Shrivastava
CVPR 2021
project page / arxiv / bibtex

@InProceedings{Bodla_2021_CVPR,
author    = {Bodla, Navaneeth and Shrivastava, Gaurav and Chellappa, Rama and Shrivastava, Abhinav},
title     = {Hierarchical Video Prediction Using Relational Layouts for Human-Object Interactions},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
month     = {June},
year      = {2021},
pages     = {12146-12155}
} 
            
dvg

Diverse Video Generation using a Gaussian Process Trigger
Gaurav Shrivastava, Abhinav Shrivastava
ICLR 2021
project page / arxiv / code / bibtex

@inproceedings{
shrivastava2021diverse,
title={Diverse Video Generation using a Gaussian Process Trigger},
author={Gaurav Shrivastava and Abhinav Shrivastava},
booktitle={International Conference on Learning Representations},
year={2021},
url={https://openreview.net/forum?id=Qm7R_SdqTpT}
}
            

Technical Report

negatives

Learning What Not to Model: Gaussian Process Regression with Negative Constraints
Gaurav Shrivastava, Abhinav Shrivastava

PDF / bibtex
@techreport{Shrivastava2020negGP,
    bibtex_show={true},
    abbr = {PI-TechReport},
    author={Gaurav Shrivastava and Abhinav Shrivastava},
    title={Learning What Not to Model: Gaussian Process Regression with Negative Constraints},
    type = {Perception and Intelligence Technical Report},
    publisher = {Perception and Intelligence Tech Report},
    address = {College Park, Maryland, US},
    pdf = {gpnc.pdf},
    year={2020}}