About Me

Hello, I am Tushar Kataria, a PhD candidate at University of Utah, Utah in School of Computing. I am in Scientific Computing and Imaging Institute advised by Prof. Shireen Elhabian.

Research Interests

Broader research interests are image processing, medical image processing, deep learning and computer vision. Specifically, I am interested in Semantic Segmentation, Instance Segmentation and Domain Adaptation problems for medical imaging datasets. I am also interested in Statistical Shape Modelling and MultiModal machine learning.

Advisor: Prof. Shireen Elhabian

Collaborators: Prof. Beatrice S. Knudsen, Shikha Dubey, Mokshagna Sai Teja Karanam, Krithika Iyer, Vivek Gupta, Jadie Adams, Rachaell Nihalaani, Janmesh Ukey, Abu Zahid Bin Aziz

Recent News

-[Feb 2024, Accepted In ISBI 2024] Unsupervised Domain Adaptation for Medical Image Segmentation via Feature-space Density Matching.

Author List: Tushar Kataria, Beatrice Knudsen, Shireen Elhabian.

-[Oct 2023, MILLanD, MICCAI 2023] To pretrain or not to pretrain? A case study of domain-specific pretraining for semantic segmentation in histopathology..

Author List: Tushar Kataria, Beatrice Knudsen, Shireen Elhabian.

-[Oct 2023, MLMI, MICCAI 2023] Structural Cycle GAN for Virtual Immunohistochemistry Staining of Gland Markers in the Colon..

Author List: Shikha Dubey,Tushar Kataria, Beatrice Knudsen, Shireen Elhabian.

-[Sep 2023, Modern Pathology] Automating Ground Truth Annotations For Gland Segmentation Through Immunohistochemistry..

Author List: Tushar Kataria, Saradha Rajamani, Abdul Bari Ayubi, Mary Bronner, Jolanta Jedrzkiewicz, Beatrice Knudsen, Shireen Elhabian.

Archived Paper

-[Nov 2023, Archive Version] Multi-Set Inoculation: Assessing Model Robustness Across Multiple Challenge Sets

Author List: Vatsal Gupta, Pranshu Pandya,Tushar Kataria, Vivek Gupta, Dan Roth

-[Mar 2023, Archive Version] StainDiffuser: MultiTask Dual Diffusion Model for Virtual Staining

Author List: Tushar Kataria, Beatrice Knudsen, Shireen Elhabian.

-[Mar 2023, Archive Version] EfficientMorph: Parameter-Efficient Transformer-Based Architecture for 3D Image Registration

Author List: Abu Zahid Bin Aziz, Mokshagna Sai Teja Karanam,Tushar Kataria,Shireen Elhabian.

-[Mar 2023, Archive Version] Estimation and Analysis of Slice Propagation Uncertainty in 3D Anatomy Segmentation

Author List: Rachaell Nihalaani, Tushar Kataria, Jadie Adams, Shireen Y. Elhabian

-[Mar 2023, Archive Version] MASSM: An End-to-End Deep Learning Framework for Multi-Anatomy Statistical Shape Modeling Directly From Images

Author List: Janmesh Ukey, Tushar Kataria, Shireen Y. Elhabian

Equal Contribution