cv
Basics
| Name | Stelios Perrakis |
| Label | PhD candidate in Digital Pathology at CentraleSupélec |
| stperrakis@csd.uoc.gr | |
| Url | https://stperrakis.github.io/ |
| Keywords | Generative Models Diffusion Models Computer Vision Image Generation Representation Learning |
Work
-
2025.05 - Present -
2023.03 - 2024.09 Research Fellow at Institute of Computational and Applied Mathematics (IACM)
Foundation for Research & Technology Hellas (FORTH)
Generative Models for Super-Resolution in Medical Imaging.
-
2021.03 - 2021.09 Research and Development Software Engineer
Ulysses Systems
Focused on Natural Language Processing Tasks in Marine Domain; including Topic Modeling and query optimization for Search Engines.
Education
-
2022.09 - 2024.12 Heraklion, Greece
MSc
University of Crete
Computer Engineering
- Advanced Topics on Computer Vision
- Computer Vision
- Optimization Methods
- Neural Networks and Learning of Hierarchical Representation
- Pattern Recognition
Skills
| Programming | |
| Python | |
| C/C++ | |
| MATLAB | |
| HTML/CSS | |
| Java |
| Technologies | |
| PyTorch | |
| Jax | |
| TensorFlow | |
| Latex | |
| GIT | |
| Inkscape | |
| WordPress |
Languages
| Greek | |
| Native |
| English | |
| C1 - IELTS Academic 7.0/9.0 |
Projects
- 2023.03 - 2024.09
Image to Super-Resolution with Application in Medical Imaging
Focused on developing techniques for enhancing image quality using generative models in the medical imaging field.
- 2021.03 - 2021.09
Natural Language Processing Tasks in Marine Domain
Developed algorithms for topic modeling and streamlined search engine queries for marine applications.
- 2020.09 - 2021.01
Object Tracking from UAV footage with RNN
Researched and implemented recurrent neural network models for tracking objects in video footage from unmanned aerial vehicles.