dzaridis / procanload Goto Github PK

🙂 Hello, my name is Dimitris (James) Zaridis
📚 B.Sc/M.Eng Electrical Engineering and Computer Science, Democritus university of Thrace DUTH
📧 [email protected]
🖥️ 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

Best Student Paper Award

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