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Keynote: Hybrid system – A cloud-based AI toolchain and an in-vehicle inference engine for optimized AI model execution

Digital systems and software gain high importance in the automotive industry; we are facing a digital revolution. Ranging from assistance systems to full autonomous driving are key elements that will inevitably impact the success of car manufacturers around the globe. AI-based systems introduce a new dimension of services and capabilities to provide a new levelRead more

Welcome and Introduction by the Event Chair & we.CONECT Global Leaders GmbH

Find out what highlights you can expect during the day, listen to the welcome speech of our conference chair, learn how you can optimally use the features of our hybrid event environment, and let’s start Day 1!Read more

Solution Study: Learning from best-practice annotation setups for autonomous systems

As autonomous systems continue to evolve, the diversity and complexity of required annotations have grown exponentially. Challenges are ranging from multi-sensor fusion data and complex scene understanding to early fusion approaches and voxel representation support. Modern annotation processes demand the right expertise, tooling, workflows and workforce to deliver high-quality datasets at scale. In this session,Read more

Keynote: Current challenges of AI and machine learning applications

As the automotive industry accelerates towards autonomous, connected, electrified and shared mobility, the integration of AI and ML technologies is essential for achieving added value for virtually all customer facing products and services. At BMW, we are at the forefront of this innovation, but the journey is fraught with complex challenges that must be overcome.Read more

Closing remarks by the Event Chair & we.CONECT Global Leaders GmbH

After an insightful & productive day full of presentations & discussions from the industry, our conference chair concludes the first event day with a short summary of the most important insights from the sessions.Read more

Solution Study: Data Alchemy – Adapting and creating with limited data

In the automotive sector, scaling AI often encounters challenges related to data scarcity and high R&D costs. This presentation introduces two innovative approaches to tackle these issues: adapting AI models to new environments by intelligently merging existing knowledge and using generative AI to creatively augment limited data. These methods accelerate AI innovation, reduce the needRead more

B | AI Infrastructure Stream | Solution Study: DataOps technologies are key to the AV lifecycle and successful deployment

The AV industry has developed, tested, deployed and iterated hundreds of scenarios across geographies, form-factors and business models with mixed success. One critical factor of success has been a tightly-coupled data operations partner that supports AV companies not only during the technology development phases, but also flexible and competent to continuously support the changing needsRead more

B | AI Infrastructure Stream | Case Study: Radar-based scene understanding for autonomous vehicles

The perception and classification of moving objects are crucial for autonomous vehicles performing collision avoidance in dynamic environments. LiDARs and cameras tremendously enhance scene understanding but do not provide direct motion information and face limitations under adverse weather. Radar sensors work under these conditions, including rain, fog, and snow, and provide Doppler velocities, delivering direct informationRead more

Keynote: Hybrid system – A cloud-based AI toolchain and an in-vehicle inference engine for optimized AI model execution

Digital systems and software gain high importance in the automotive industry; we are facing a digital revolution. Ranging from assistance systems to full autonomous driving are key elements that will inevitably impact the success of car manufacturers around the globe. AI-based systems introduce a new dimension of services and capabilities to provide a new levelRead more

Solution Study: Beyond ground truth – Scale as your integrated autonomy development partner

A high quality and fast feedback ground truth program is fundamental to building an autonomy program. Since 2016, Scale has worked side-by-side with the industry to develop a world-class data engine experience. In the process, Scale has become a trusted technical partner to all of its customers, going beyond “just” delivering ground truth. Our strategicRead more