Hello 👋 My name is Dimitris Mpouziotas, I have a Bc. degree in Computer Science at the University of Ioannina in the Department of Informatics and Telecommunications. I specialize in Computer Vision and Image Processing techniques. I received my degree in the year 2023. My career goal and dream has always been to improve myself to much greater lengths, in order to contribute to evolution and look up to the skies.
I am a proud developer of the ORACLE model (Optimized Rigorous Advanced Cutting-edge model for Leveraging protection of Ecosystems). ORACLE is capable of detecting and tracking small to medium sized objects. Our objective with ORACLE is to extract valuable analytics from drone footage in remote areas such as the Amvrakikos Gulf in Greece.
- Starting from a baseline, mine is to focus on a healthy diet that can support all the aspects I want to improve.
- Challenge yourself with long-term goals that you don't expect yourself to reach, but also divide these goals into smaller reachable ones, until you are halfway there. That's when you'll feel your high.
- If you find yourself to be fragile, that is okay. It means that you have lots of room for improvement. The journey might be difficult and challenging. Keep fighting and never say "I give up", you'll love the end results.
- Be self-aware of your ego and embrace it. It is natural and okay to be egotistic, as long as you are aware of it and don't use it against others. By doing so, you reveal the kindness that resides within your heart.
My GitHub page operates as a public introductory to my skills, projects, and more that I'd like to share. On this page, I will be sharing some of the projects I have created throughout the time that I find interesting.
- Proud developer of the ORACLE model (Optimized Rigorous Advanced Cutting-edge model for Leveraging protection of Ecosystems) - A advanced model capable of reporting valuable analytics with the use of advanced object detection and tracking techniques.
- AMVRADIA - Advanced Object Detection and Tracking Techniques for High-Resolution Images, Focusing on Small Object Classification for the surveillance of wildlife birds.
- C++ (Advanced)
- Python (Advanced)
- Java (Intermediate)
- Shell Scripting (Beginner)
- HTML/CSS (Intermediate)
Tools & Experience:
- Author & Researcher
- Bachelors Student
- Computer Vision Specialist
OpenCV (C++ & Python)- Advanced Object Detection
- Object Tracking
Ultralytics,
PyTorch,
DarkSuite (Darknet, DarkMark, DarkHelp)- Experience in nearly all YOLO models. (YOLOv4 - YOLO-WORLD)
- Image Captioning using img2text models
- Object Tracking using Deep OC-SORT
- Image Dataset Development
- Image Labeling/tiling/augmentation (Largest dataset ever built: 29,873 annotations, 12,041 images)
- Data Analyst
Unix/Linux Shell- Debian Distributions (Ubuntu
)
Research Publications:
- Object Detection for Low Light Images Published: 01 November 2022
- Automated Wildlife Bird Detection from Drone Footage Using Computer Vision Techniques Published: 30 June 2023
- AliAmvra—Enhancing Customer Experience through the Application of Machine Learning Techniques for Survey Data Assessment and Analysis Published: 4 February 2024
- Advanced Computer Vision Methods for Tracking Wild Birds from Drone Footage Published: 12th of June 2024
- A Multimodal Computer Vision Approach for Wildlife Bird Surveillance using Drones Published: 30th of October 2024
Profiles: