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Forschungsprojekte

• A Comprehensive Toolkit for Semi-Automated HD Maps Production: Integrating AI-Driven Feature Extraction with 3D Interactive Validation and Editing Abstract. This paper presents a comprehensive toolkit for semi-automated High-Definition Maps (HD Maps) produ…
• Modern Challenges in Learning Theory Recent years have witnessed tremendous progress in the field of Machine Learning (ML). Learning algorithms ar…
• Interpretable Artificial Intelligence across Scales for Next-Generation Cancer Prognostics Computation pathology has the potential to revolutionize cancer care and research, specifically through impro…
• Intuitive interaction for robots among humans Thanks to developments in computing, sensing and communication technology, great progress has been made in th…
• Coherent Spintronic Networks for Neuromorphic Computing Neuromorphic computing uses networks of artificial neurons highly interconnected by artificial synapses to pe…
• Flexible Channel Coding for 6G Short Packet Communication The emerging sixth-generation (6G) of mobile networks will be a key part of the solution to the constantly in…
• Solid-State Ionics Synaptic Transistors for Neuromorphic Computing Neuromorphic computing will revolutionize artificial intelligence for applications such as autonomous driving…
• FLASH - Federated Learning Supporting Efficient and Reliable Inference over Vehicular Networks The FLASH project aims to establish the theoretical foundations of machine learning and wireless communicatio…
• A Sensor for Autonomous Navigation in Deep Space The “space revolution” is expected to become the biggest industry in history. During the last decades, space…
• Artificial Intelligence for Traffic Safety between Vehicles and Vulnerable Road Users Traffic safety is the fundamental criterion for vehicular environments and many artificial intelligence-based…
• Nonlinear Magnons for Reservoir Computing in Reciprocal Space NIMFEIA aims to provide a hardware solution for brain-inspired computing using magnetic materials on the nano…
• Data-Driven Agent-Based Models of Investors with Machine Learning Image recognition or self-driving cars are just a few among many applications of machine learning (ML) method…