CV
Academic CV — education, experience, publications, skills, and languages.
Contact Information
| Name | Robert Zimmermann |
| Professional Title | PhD Researcher |
| zimmerro@tnt.uni-hannover.de | |
| Location | Schneiderberg 32, Hannover, Lower Saxony 30167 |
Experience
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2026 - Present Hannover, Germany
Research Associate (PhD Researcher)
Leibniz University Hannover — Institute of Information Processing (TNT)
PhD research on the interpretability of visual foundation models.
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2024 - 2026 Hannover, Germany
Student Assistant
Leibniz University Hannover — Institute of Information Processing (TNT)
- Development, adaptation, and training of recommender systems based on graph neural networks for the fashion industry.
- Use of quadratic programming and prototype/concept-based approaches to make visual foundation models (Vision Transformers such as DINOv2) interpretable (XAI).
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2022 - 2023 Hannover, Germany
Machine Learning Engineer
Continental — Machine Intelligence, Digital Solutions Tires
- Training and implementation of convolutional neural networks with TensorFlow.
- Integration and networking of industrial cameras in an inspection system using TwinCAT and Python.
- Development of a graphical user interface in Python.
- Robot simulations with RoboDK.
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2022 - 2022 Hannover, Germany
Bachelor Thesis
Continental — Machine Intelligence, Digital Solutions Tires (joint with TNT, Leibniz University Hannover)
Development of a machine-learning-based system for the identification of process phases in an industrial rubber mixer from infrared camera images.
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2021 - 2022 Hannover, Germany
Student Assistant
HIS-Institut für Hochschulentwicklung e.V.
- VBA programming for MS Excel evaluations.
- Technical implementation of hybrid events (OBS Studio, Zoom, MS PowerPoint), including online integration of speakers.
- General support activities with MS Office applications (Word, Excel, Access).
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2021 - 2021 Hannover, Germany
Prototype Engineer
Continental — InnoLab Tires
- Built a test stand for spraying tires, integrating a 2D and 3D camera system and image-processing control of a collaborative robot.
- Extended a conveyor-belt auto-loading trainer with a 2D/3D camera system and collaborative-robot control.
- Developed a chess-playing collaborative-robot demonstrator, including gripping system and Python control.
- Built a measurement system for quality inspection of tire sensor systems (2D camera, image processing, evaluation).
- Built a test rig to measure temperature sensitivity of a sensor system, controlling a heating system via Raspberry Pi.
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2022 - 2022 Hannover, Germany
Student Assistant
Leibniz University Hannover — Institute of Transport and Automation Technology (ITA)
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2016 - 2021 Empelde, Germany
Group Leader in Youth Work
Johanneskirchengemeinde Empelde
Supervision of groups of younger children and projects in church youth work.
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2021 - Present Empelde, Germany
Childcare Worker
Johanneskirchengemeinde Empelde
Running a reading club for local, socially disadvantaged children.
Education
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2023 - 2026 Hannover, Germany
M.Sc.
Leibniz University Hannover
Business Administration and Engineering
- Specialisation in Operations and Information Management, Digitalisation and Automation.
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2023 - 2023 Sydney, Australia
Study Abroad
University of Technology Sydney
Information Technology
- Member of the CSEC Club, Chess Club, and UTS Handball Club.
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2019 - 2023 Hannover, Germany
Publications
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2026 DINO-QPM: Adapting Visual Foundation Models for Globally Interpretable Image Classification
CVPR 2026 Workshops — 5th Explainable AI for Computer Vision (XAI4CV)
A lightweight interpretability adapter that turns frozen DINOv2 features into contrastive, class-independent representations for globally interpretable image classification, with spatially localisable features and a sparsity loss for grounded explanations.
Awards
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Dean's List
Leibniz University Hannover
Academic honour awarded for outstanding performance during studies.
Skills
Research areas: Explainable AI (XAI), Interpretable Machine Learning, Computer Vision, Visual Foundation Models, Machine Learning, Graph Neural Networks, Quantum Computing, Robotics, Operations Research, Operations Management
Programming & tools: Python, PyTorch, OpenCV, Pandas, GAMS, VBA, HTML, Bash, PowerShell, TwinCAT, RoboDK, Raspberry Pi, Git, LaTeX
Languages
German : Native
English : Full professional proficiency
Spanish : Limited working proficiency
Chinese : Elementary
Interests
Research: Interpretability, visual foundation models, concept-based explanations, human-centred AI
Sports: Handball, hiking, and most other sports
Music: Guitar