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We are leading the industry with cutting-edge research for self-driving cars in broad areas of computer vision, machine learning, and robotics, publishing our findings in top conferences and journals.

Research Areas

  • Perception and prediction

    ATG’s work perceives and understands the dynamic environment around a self-driving car through a multi-sensor setup and uses this sensor information to predict possible future states of the world.

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  • Motion planning

    Given the observations and the predictions of the dynamic actors around the self-driving vehicle, as well as the static constructs provided by HD maps, the problem of motion planning is to efficiently solve for the trajectory the self-driving vehicle will follow.

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  • Simulation

    Simulation facilitates realistic scenario evaluation and training for the entire self-driving stack, allowing for scalable research and safety analysis of self-driving algorithms.

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  • Mapping

    AI-based methods to automate and assist human-in-the-loop HD map production processes through machine learning and computer vision applied to offline map generation pipelines.

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  • Localization

    Efficient and effective multi-sensor approaches help localize the self-driving vehicle within the HD map in real time. Our research focuses on LiDAR point clouds, camera imagery and other sources of information to boost the robustness of localization algorithms.

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  • Core AI tech

    The fundamentals of machine learning science such as sparse and efficient operations for real-time inference, theoretical analysis of the robustness and safety of neural networks, stochastic and non-linear optimization, learning in the presence of noisy biased data, and more.

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Publications and Articles

Publications

We publish novel state-of-the-art algorithms for self-driving through top conferences and journals in the areas of computer vision, machine learning, and robotics.

Blog posts

Announcements and discussions on our blog provide a peek into our most exciting scientific breakthroughs.

Our R&D team

At ATG R&D, we pride ourselves on the incredible team we have built.

Oportunidades laborales

Making self-driving cars a reality is being part of history in the making. We’re looking for world-class researchers, research engineers, and software developers who prioritize safety and want to join our mission to bring safe, reliable self-driving transportation to everyone, everywhere.