Advancing the frontiers of artificial intelligence through interdisciplinary research in computer vision, scientific machine learning, and enterprise AI applications.
Bridging theoretical breakthroughs with practical applications
Developing novel algorithms for biological image analysis, super-resolution microscopy, and automated quality control with nanometer precision.
Creating specialized neural network architectures that combine domain knowledge with deep learning for scientific applications.
Translating research breakthroughs into scalable, production-ready AI systems for real-world applications and business value.
From academic foundations to industry applications
University of Würzburg - Developed novel AI algorithms for super-resolution microscopy, combining compressed sensing with deep neural networks.
Enterprise AI implementations and showcases. Bridging academic research with real-world business applications in large-scale systems.
Independent development of full-stack AI platform for sports analytics. Demonstrating end-to-end AI product development capabilities.
Active projects and ongoing investigations
Transformers for Scientific Imaging
Investigating the application of transformer architectures to gain additional positional information over large timeframes in single-molecule localization microscopy datasets.
Status: In Development - Expected publication Q3 2025
Multi-Institutional Research
Ongoing collaborations with leading research institutions on AI applications in biological imaging, neuroscience, and medical diagnostics.
Super-resolution microscopy and AI integration
Cross-institutional AI methodology development
Enterprise AI implementation consulting
Interdisciplinary approach combining theory and practice
Mathematical modeling and algorithm design based on solid theoretical principles
High-performance implementations using modern frameworks and GPU acceleration
Rigorous testing on real datasets with quantitative performance metrics
Bridging research to practical applications and production systems
Quantifiable contributions to the field
Let's explore how my research expertise can benefit your projects