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