JAN SCHEERER
Machine Learning Engineer focusing on computer vision, innovation and turning dreams into reality.
Résumé
Experience
Fraunhofer Institute of Optronics, System Technologies and Image Exploitation | May 2024
- Currently completing a master’s thesis in collaboration with Fraunhofer IOSB, focusing on anomaly detection and one-class learning for bulk material sorting.
- Collaboration on semantic image segmentation projects, specifically focusing on sorting cereal grains and separating oats from husks, utilizing U-Net architecture.
FZI Research Center for Information Technology | Oct. 2020 – Apr. 2023
- Co-authored research publication in IEEE MEMEA: Effects of Medical Clothing on Person Re-Identification Algorithms
- Completed bachelor's thesis in collaboration with FZI.
- Conducted research on Person Re-Identification, Surgery Phase Detection, Pose Estimation, and Pose Tracking.
Education
KIT Karlsruhe Institute of Technology | Oct. 2017 – Dec. 2024
- Master of Science in Electrical Engineering and Information Technology.
- Bachelor of Science in Electrical Engineering and Information Technology.
- Bachelor Thesis: Explored the effects of medical clothing on person re-identification algorithms and proposing enhancements for model accuracy.
Skills & Technologies
- Proficient in Linux operating systems.
- Skilled in Python programming with basic knowledge of C/C++.
- Experienced with PyTorch, Torchvision, OpenCV, Kornia, NumPy, and Matplotlib.
- Other: Docker, Git, Jira, ...
- Fluent in German and English.
Relevant Interests
- Game Theory
- Quantitative Finance
Projects
Here, you can explore my current and previous software projects that I have worked on.
New Project
More intriguing projects are currently in progress and will be published soon as well.
Visual Engagement Analysis (VEA)
The Visual Engagement Analysis (VEA) project aims to predict user engagement with YouTube videos by analyzing the correlation between video thumbnails and engagement metrics.
VinePilot (2024)
Vinepilot is all about bringing innovation to vineyards! It focuses on data collection and model development for vision-based driving systems in viticulture, making agriculture smarter and more efficient.
© Jan Scheerer 2024
Made with ❤️ in Karlsruhe, Germany 🇩🇪
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