🙂 Hello, my name is Dimitris (James) Zaridis
📚 B.Sc/M.Eng Electrical Engineering and Computer Science, Democritus university of Thrace DUTH
📧 dimzaridis@gmail.com
🖥️ Open for any kind of collaboration in Computer vision (segmentation & classification) tasks or any other machine learning task
Foundation Of Research and Technology (FORTH)
ProCAncer-AI european project
Deep Learning/MLOps engineer in computer
vision
July 2020 – Present Ioannina,Greece
- Data exploration through exploratory data analysis and descriptive statistics
- Implementation of deep segmentation networks and pipelines for the segmentation of the prostate gland in MRI images and deep classification networks for cancer identification
- Application of Spectral Clustering and several Unsupervised learning algorithms for the segmentation of the peripheral zone of the prostate
- Radiomics classification converting image information into tabular data and performing deep classification networks for diagnosis and evaluation
- Experience in the implementation of a whole machine learning pipeline, from data curation, preprocessing, networks deployment to evaluation and presentation of the results
- Implementation of a smart cropping pipeline in order to tackle class imbalance between pixels in Automated image segmentation tasks
A Deep Learning-based Cropping Technique
to Improve Segmentation of Prostate’s
Peripheral Zone
21st IEEE International Conference on BioInformatics and BioEngineering, October 25-27, 2021