Saumya Gupta

2314 Old CS Bldg

Stony Brook University

Stony Brook, NY 11794, USA

Hello! My name is Saumya Gupta. I am currently pursuing my PhD in Computer Science at Stony Brook University, where I am advised by Professor Chao Chen.

My research interests are in the areas of Computer Vision, Machine Learning, Topological Data Analysis, and Medical Image Analysis.

news

May 26, 2024	Interning at Adobe for the summer!
Sep 26, 2023	Paper accepted at NeurIPS 2023!
Apr 21, 2023	Attended the CRA-WP Grad Cohort for Women workshop!
Mar 14, 2023	Tutorial accepted to MICCAI 2023! See you there!

selected publications

Topology-aware uncertainty for image segmentation

Saumya Gupta, Yikai Zhang, Xiaoling Hu, and 2 more authors

Advances in Neural Information Processing Systems 2024

arXiv Bib HTML Code Poster Slides

@article{gupta2024topology,
  title = {Topology-aware uncertainty for image segmentation},
  author = {Gupta, Saumya and Zhang, Yikai and Hu, Xiaoling and Prasanna, Prateek and Chen, Chao},
  journal = {Advances in Neural Information Processing Systems},
  volume = {36},
  year = {2024},
}

Learning Topological Interactions for Multi-Class Medical Image Segmentation

Saumya Gupta, Xiaoling Hu, James Kaan, and 8 more authors

In European Conference on Computer Vision 2022

arXiv Bib HTML Code Poster Slides

@inproceedings{gupta2022learning,
  title = {Learning Topological Interactions for Multi-Class Medical Image Segmentation},
  author = {Gupta, Saumya and Hu, Xiaoling and Kaan, James and Jin, Michael and Mpoy, Mutshipay and Chung, Katherine and Singh, Gagandeep and Saltz, Mary and Kurc, Tahsin and Saltz, Joel and others},
  booktitle = {European Conference on Computer Vision},
  pages = {701--718},
  year = {2022},
  organization = {Springer},
}