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    Knowledge Augmented Machine Learning with Applications in Autonomous Driving: A Survey

    Free access
    Wörmann, Julian / Bogdoll, Daniel / Bührle, Etienne et al. | German Aerospace Center (DLR) | 2022
    Keywords: Informed Machine Learning , Machine Learning , Knowledge Augmented Machine Learning , Knowledge-driven Machine Learning

    Maximum Likelihood Uncertainty Estimation: Robustness to Outliers

    Free access
    Nair, Deebul / Hochgeschwender, Nico / Olivares-Mendez, Miguel | German Aerospace Center (DLR) | 2022
    Keywords: Machine Learning , Deep Learning

    Knowledge Augmented Machine Learning with Applications in Autonomous Driving: A Survey

    Free access
    Wörmann, Julian / Bogdoll, Daniel / Bührle, Etienne et al. | German Aerospace Center (DLR) | 2022
    Keywords: Informed Machine Learning , Machine Learning

    Innovation Paths for Machine Learning in Robotics

    Free access
    Stulp, Freek / Spranger, Michael / Listmann, Kim et al. | German Aerospace Center (DLR) | 2022
    Keywords: machine learning

    Kinematic transfer learning of sampling distributions for manipulator motion planning

    Free access
    Lehner, Peter / Roa Garzon, Máximo Alejandro / Albu-Schäffer, Alin Olimpiu | German Aerospace Center (DLR) | 2022
    Keywords: robotics motion-planning transfer-learning

    A camera self-health-maintenance system based on sensor artificial intelligence

    Free access
    Wischow, Maik / Gallego, Guillermo / Ernst, Ines et al. | German Aerospace Center (DLR) | 2022
    Keywords: Machine Learning

    Explaining the Effects of Clouds on Remote Sensing Scene Classification

    Free access
    Gawlikowski, Jakob / Ebel, Patrick / Schmitt, Michael et al. | German Aerospace Center (DLR) | 2022
    Keywords: deep learning

    Generalizability of Code Clone Detection on CodeBERT

    Free access
    Sonnekalb, Tim / Gruner, Bernd / Brust, Clemens-Alexander et al. | German Aerospace Center (DLR) | 2022
    Keywords: machine learning on code

    Reservoir Computing Based Cryptography and Exploration of the Limits of Multifunctionality in NG-RC

    Free access
    Köglmayr, Daniel | German Aerospace Center (DLR) | 2022
    Keywords: machine learning

    Collaborative programming of robotic task decisions and recovery behaviors

    Free access
    Eiband, Thomas / Willibald, Christoph / Tannert, Isabel et al. | German Aerospace Center (DLR) | 2022
    Keywords: Learning from demonstration

    Learning Assembly Tasks in a Few Minutes by Combining Impedance Control and Residual Recurrent Reinforcement Learning

    Free access
    Kulkarni, Padmaja / Kober, Jens / Babuška, Robert et al. | German Aerospace Center (DLR) | 2021
    Keywords: reinforcement learning

    Domain Adaption and Fusion for Domain-specific Traffic Sign Detection

    Free access
    Siebenrock, Eric Philip | German Aerospace Center (DLR) | 2021
    Keywords: Deep Learning

    Combining Semantic Self-Supervision and Self-Training for Domain Adaptation in Semantic Segmentation

    Free access
    Niemeijer, Joshua / Schäfer, P. Jörg | German Aerospace Center (DLR) | 2021
    Keywords: Unsupervised-Learning , Deep-Learning

    Fault-Tolerant Six-DoF Pose Estimation for Tendon-Driven Continuum Mechanisms

    Free access
    Raffin, Antonin / Deutschmann, Bastian / Stulp, Freek | German Aerospace Center (DLR) | 2021
    Keywords: machine learning

    Intuitive Knowledge Representations for Interactive Robot Programming

    Free access
    Liebl, Johanna | German Aerospace Center (DLR) | 2021
    Keywords: Learning from Demonstration

    Recognition and Reproduction of Force-based Robot Skills via Learning from Demonstration

    Free access
    Origanti, Vamsi Krishna | German Aerospace Center (DLR) | 2021
    Keywords: Learning from Demonstration

    Learning Multiplicative Interactions with Bayesian Neural Networks for Visual-Inertial Odometry

    Free access
    Shinde, Kashmira / Lee, Jongseok / Humt, Matthias et al. | German Aerospace Center (DLR) | 2020
    Keywords: Multimodal learning , Machine Learning , Deep Learning

    Collaborative Programming of Conditional Robot Tasks

    Free access
    Willibald, Christoph / Eiband, Thomas / Lee, Dongheui | German Aerospace Center (DLR) | 2020
    Keywords: Learning from Demonstration , Interactive Robot Learning

    Tutorial: Natural language processing with Python

    Free access
    Santhanam, Sivasurya | German Aerospace Center (DLR) | 2020
    Keywords: Machine learning

    Input Image Adaption for Robust Direct SLAM using Deep Learning

    Free access
    Wang, Sen | German Aerospace Center (DLR) | 2020
    Keywords: Deep Learning