My name is Mikolaj Czerkawski, I am a Research Fellow at the European Space Agency.
My research interests involve computer vision, signal processing, and machine learning.
A recurring theme in my works is the context of learning in data-limited settings. The topics I tend to deal with include:
- 🍱 Multi-Modal Learning
- 🎨 Generative Models
- 🖼 Image Synthesis and Manipulation
- 🔬 Image Super-Resolution
- 🌆➡🌃Image-to-Image Translation
- 🔎 Model Robustness Assessment
- 🛰 Computer Vision for Remote Sensing Applications
- 🔊 Computer Vision for Radar Signal Processing
My research involves applying computer vision techniques to real-world applications where (i) the datasets are small or (ii) high risk of poor generalization exists. So far, this has primarily been done with short-range radar data and with satellite imagery.
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