Thesis - Smart Monitors exploiting differential video sensors & neuromorphic computing
AVL
- Graz, Steiermark
- Unbefristet
- Vollzeit
In this master thesis (done in collaboration with an ongoing HorizonEurope research project), a new approach based on event-based Dynamic Vision Sensors (DVS) and neuromorphic computing shall be analyzed. Based on simulators and HW prototypes from research partners, a prototypical smart sensor shall be implemented, and validated regarding energy consumption, accuracy and robustness.
- State of the art analysis of approaches to perform ML on DVS streams
- Select a model, then fine-tune it if required for a typical automotive scenario
- alternatively: build a simple own model by applying multi-stage learning using an existing perception system as feature extractor
- Port model to run on neuromorphic computing system (or simulator)
- Evaluation in typical driving scenarios on AVL's proving ground
- Ongoing studies in the fields of Computer Science, Telematics, Physics, Electrical Engineering
- Good programming skills in Python
- Good knowledge in data management and ML model development
- Good knowledge of German and English
- For this thesis is your presence at our headquarter in Graz required!
- You can write your thesis independently and receive professional guidance and support from our experienced employees.
- You will have the opportunity to exchange ideas with experts in the company and benefit from their expertise.
- Take the opportunity to immerse yourself in the world of AVL and embed your theoretical knowledge in a practical environment.
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