About Me
I am a Ph.D. candidate in Medical Computer Vision at the University of Eastern Finland. I work within the Multiscale Imaging and Biomedical Image Analysis Groups under the supervision of Prof. Alejandra Sierra and Prof. Jussi Tohka. My research lies at the intersection of computer vision, machine learning, and computational imaging for biomedical applications. I recently completed a six-month research visit at Harvard Medical School, where I developed methods for MRI super-resolution and multi-view ultrasound compounding. I hold both a B.Sc. and an M.Sc. in Electrical Engineering with a specialization in advanced signal and image processing. My research interests include physics-aware and learning-based imaging, with strong experience in diffusion MRI simulation, restoration (super-resolution, distortion correction, and denoising), weakly supervised segmentation, multi-sensor image fusion, and image-to-image translation. I am also interested in multimodal image generation and in emerging foundation models aimed at enabling robust, data-efficient, and clinically deployable AI systems.
Selected Research & Projects
USFetal: Tools for Fetal Brain Ultrasound Compounding
IEEE Journal of Biomedical and Health Informatics, 2026 Under Review
MRI Super-Resolution with Deep Learning: A Comprehensive Survey
Proceedings of the IEEE, 2025Under Review
H-ViT: Hierarchical Vision Transformer for Deformable Registration
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024
No-Clean-Reference Image Super-Resolution: Application to Electron Microscopy
IEEE Transactions on Computational Imaging, 2024
Self-Supervised Super-Resolution Approach for Isotropic Reconstruction of 3D Electron Microscopy Images from Anisotropic Acquisition
European Workshop on Visual Information Processing (EUVIP), 2023
A Variational Approach for Fusion of Panchromatic and Multispectral Images Using a New Spatial–Spectral Consistency Term
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2020
Contact
Email (Academic): mohammad.khateri@uef.fi
Email (Personal): mkhateri@outlook.com
Office:
A.I. Virtanen Institute for Molecular Sciences (AIVI)
University of Eastern Finland
Kuopio, Finland
Postal address:
P.O. Box 1627
FI-70211 Kuopio
Finland