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Introspective Robot Perception Using Smoothed Predictions from Bayesian Neural Networks

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  1. Article

    Open Access

    Towards Autonomous Planetary Exploration

    Planetary exploration poses many challenges for a robot system: From weight and size constraints to extraterrestrial environment conditions, which constrain the suitable sensors and actuators. As the distance ...

    Martin J. Schuster, Sebastian G. Brunner in Journal of Intelligent & Robotic Systems (2019)

  2. Chapter and Conference Paper

    Implicit 3D Orientation Learning for 6D Object Detection from RGB Images

    We propose a real-time RGB-based pipeline for object detection and 6D pose estimation. Our novel 3D orientation estimation is based on a variant of the Denoising Autoencoder that is trained on simulated views ...

    Martin Sundermeyer, Zoltan-Csaba Marton, Maximilian Durner in Computer Vision – ECCV 2018 (2018)