Projects per year
Personal profile
Research Interests
I am a PhD researcher at the Department of Electronic and Electrical Engineering at the University of Strathclyde. My primary research interests are Signal Processing, Machine Learning, and Computer Vision.
A recurring theme in my works is the context of learning in data-limited settings:
- Domain Adaptation
- Model Robustness Assessment
- Multi-Modal Learning
- Generative Models
- Image Synthesis and Manipulation
- Blind Image Super-Resolution
- Image-to-Image Translation
Furthermore, my research involves applying some of these techniques to real-world applications where i) the datasets are small or ii) the risk of poor generalization exists. So far, this has primarily been done with short-range radar data and with satellite imagery.
Teaching Interests
I provide support as a Teaching Assistant for classes:
- EE273, EE985 - Engineering Design For Software Development 2: Object oriented programming using C++
- EM270 - Digital Electronics and Programming Design
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
Education/Academic qualification
Bachelor of Engineering, Electronic and Electrical Engineering with Business Studies, University Of Strathclyde
10 Sept 2015 → 31 May 2019
Award Date: 20 Jun 2019
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Collaborations and top research areas from the last five years
Projects
- 2 Finished
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Doctoral Training Partnership 2018-19 University of Strathclyde | Czerkawski, Mikolaj
Tachtatzis, C., Clemente, C. & Czerkawski, M.
EPSRC (Engineering and Physical Sciences Research Council)
1/10/19 → 11/08/23
Project: Research Studentship - Internally Allocated
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Fostering Precision Agriculture and Livestock Farming through Secure Access to Large-Scale HPC-Enabled Virtual Industrial Experimentation Environment Empowering Scalable Big Data Analytics (H2020-ICT-2018-2020) (CYBELE) | Czerkawski, Mikolaj
Tachtatzis, C., Clemente, C. & Czerkawski, M.
1/10/19 → 11/08/23
Project: Research - Internally Allocated
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SatelliteCloudGenerator: controllable cloud and shadow synthesis for multi-spectral optical satellite images
Czerkawski, M., Atkinson, R., Michie, C. & Tachtatzis, C., 23 Aug 2023, In: Remote Sensing. 15, 17, 23 p., 4138.Research output: Contribution to journal › Article › peer-review
Open AccessFile7 Downloads (Pure) -
Detecting cloud presence in satellite images using the RGB-based CLIP vision-language model
Czerkawski, M., Atkinson, R. & Tachtatzis, C., 21 Jul 2023. 3 p.Research output: Contribution to conference › Abstract › peer-review
Open AccessFile31 Downloads (Pure)
Datasets
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Human Walking Motion Radar Simulator
Czerkawski, M. (Creator), Clemente, C. (Supervisor) & Tachtatzis, C. (Supervisor), Zenodo, 2 Feb 2021
DOI: 10.5281/zenodo.4245158, https://github.com/cidcom/human-walking-radar-simulator/tree/0.1.1
Dataset
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Data for: "Deep internal learning for inpainting of cloud-affected regions in satellite imagery"
Czerkawski, M. (Creator), Upadhyay, P. (Creator), Davison, C. (Creator), Werkmeister, A. (Creator), Cardona Amengual, J. (Creator), Atkinson, R. (Creator), Michie, C. (Creator), Andonovic, I. (Creator), Macdonald, M. (Creator) & Tachtatzis, C. (Creator), Zenodo, 23 Mar 2022
DOI: https://doi.org/10.5281/zenodo.5897694, https://github.com/cidcom/satellite-cloud-removal-dip
Dataset
Thesis
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Satellite image cloud removal : learning within and beyond the sample
Author: Czerkawski, M., 11 Aug 2023Supervisor: Tachtatzis, C. (Supervisor) & Clemente, C. (Supervisor)
Student thesis: Doctoral Thesis
Activities
- 2 Oral presentation
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Generating Clouds in Satellite Images with SatelliteCloudGenerator
Mikolaj Czerkawski (Speaker)
7 Mar 2023Activity: Talk or presentation types › Oral presentation
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Deep Internal Learning for Satellite Image Synthesis
Mikolaj Czerkawski (Speaker)
7 Mar 2023Activity: Talk or presentation types › Oral presentation