Welcome! I'm Ignacy Kolton
MS student in Computer Science at Jagiellonian University
I'm a Computer Science MS student who enjoys learning, building, and exploring. Iām curious about how machine learning can help in medical imaging, but I also love software engineering and trying out new project ideas.
Research Areas
Computer Vision
My (work in progress) master thesis is connected to medical data segmentation
Gaussian Splatting
Used Gaussian Splatting for representing medical volumetric data, interpolation, and 3D mesh reconstruction
Medical Data Analysis
Applying machine learning methods to analyze and process medical data for diagnostic and research purposes
Adversarial Attacks with Reinforcement Learning
Exploring the use of LLMs and RL to generate adversarial prompts for image generation models
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Learn more about my research and current projects.
Software Development
C++
My first and favourite language ā I enjoy low-level programming, optimization, and understanding how things work under the hood.
.NET / C#
Experience from both personal and university projects, including fully functional Windows applications built from scratch.
Python
Used mainly for machine learning and data analysis, with strong familiarity with libraries such as PyTorch, NumPy, and pandas.
Other Languages
Also experienced with Java, shell scripting, and low-level programming in assembler, as well as basic web development.
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See my full CV for technical details and experience.
Recent Publications
MedGS: Gaussian Splatting for Multi-Modal 3D Medical Imaging
arXiv preprint arXiv:2509.16806 ā¢ September 2025