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.