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
My broader research interests lie in image processing, medical image processing, deep learning, and computer vision. Specifically, I focus on semantic segmentation, instance segmentation, and domain adaptation challenges in medical imaging datasets. I am also interested in statistical shape modeling and multimodal machine learning. Currently, my projects explore conditional image generation models for applications such as virtual staining and MRI-to-MRI translation, as well as 3D volume registration.
Advisor: Prof. Shireen Elhabian
PhD Commitee Members: Prof. Jeff Phillips, Prof. Ziad Al-Halah, Prof. Tolga Tasdizen, Prof. Beatrice Knudsen
Current Collaborators: Prof. Beatrice S. Knudsen, Mokshagna Sai Teja Karanam, Vivek Gupta, Abu Zahid Bin Aziz, Asma Khan
Past Collaborators: Shikha Dubey, Krithika Iyer, Jadie Adams, Rachaell Nihalaani, Janmesh Ukey
Reviewer Services Conferences: MICCAI 2024,2025, ARR (June,October) 2024, Feb 2025, ICLR 2025,2026, MIUA 2025, ShapeMI 2025, ISBI 2026, MIDL 2026
Reviewer Services Journal: Medical Image Analysis 2025, Nature Communication, IEEE JBHI, IEEE TMI
Recent News
[March 2025 -April 2025] Passed My Written PhD Qualifying Exam.
[July 2025] MIDL Organization. Lead Vounteer at MIDL 2026. Helped in organization of the MIDL 2026 conference, workshop and tutorials held in Salt Lake City, Utah.
Archived Papers
[Nov 2025, Archive Version] Building Trust in Virtual Immunohistochemistry: Automated Assessment of Image Quality
Author List: Tushar Kataria,Shikha Dubey, Mary Bronner, Jolanta Jedrzkiewicz, Ben J. Brintz,Shireen Elhabian, Beatrice Knudsen.
[Dec 2025, Archive Version] IMPLICITSTAINER: Resolution Agnostic Data-Efficient Virtual Staining Using Neural Implicit Functions
Author List: Tushar Kataria, Beatrice Knudsen, Shireen Elhabian.
[Mar 2025, Archive Version] On the Viability of Semi-Supervised Segmentation Methods for Statistical Shape Modeling
Author List: Asma Khan, Tushar Kataria, Janmesh Ukey, Shireen Y. Elhabian
[Mar 2024, Archive Version] StainDiffuser: MultiTask Dual Diffusion Model for Virtual Staining
Author List: Tushar Kataria, Beatrice Knudsen, Shireen Elhabian.
[May 2025, Archive Version] BoundarySeg:An Embarrassingly Simple Method To Boost Medical Image Segmentation Performance for Low Data Regimes
Author List: Tushar Kataria, Shireen Elhabian.
Equal Contribution
