2018
Journal Articles
- Low-Latency Line Tracking Using Event-Based Dynamic Vision Sensors. Frontiers in Neurorobotics 12, 2018 more… BibTeX Full text (DOI)
2017
Journal Articles
- Efficient Brain-inspired Learning with the Neuromorphic Snake-like Robot and the Neurorobotic Platform. IEEE Transactions on Cognitive and Developmental Systems, 2017 more… BibTeX Full text (DOI)
- Obstacle avoidance and target acquisition for robot navigation using a mixed signal analog/digital neuromorphic processing system. Frontiers in Neurorobotics, 2017 more… BibTeX Full text (DOI)
- A model-based approach to robot kinematics and control using discrete factor graphs with belief propagation. Robotics and Autonomous Systems 91, 2017, 234–246 more… BibTeX Full text (DOI)
Peer Reviewed Conference Papers
- Online Multi-Object Tracking-by-Clustering for Intelligent Transportation System with Neuromorphic Vision Sensor. 40th German Conference on Artificial Intelligence (KI2017), 2017 more… BibTeX
- A neuromorphic controller for a robotic vehicle equipped with a dynamic vision sensor. Robotics Science and Systems Conference, RSS, 2017 more… BibTeX
- Towards Agile Product Development - The Role of Prototyping. Proc. of the 21st Intl. Conf. on Engineering Design (ICED17), 2017 more… BibTeX
- Spiking cooperative stereo-matching at 2ms latency with neuromorphic hardware. Proc. of Living Machines, 2017 more… BibTeX
- Decoding of motor imagery movements from EEG signals using SpiNNaker neuromorphic hardware. 2017 8th International IEEE/EMBS Conference on Neural Engineering (NER), IEEE, 2017 more… BibTeX Full text (DOI)
Poster
- Simple mathematical model of delay eyeblink conditioning in the cerebellum. Bernstein Conference 2017 2017 more… BibTeX Full text (DOI)
- Decoding of EEG Brain Signals using Spiking Neural Networks on SpiNNaker Neuromorphic Hardware. Bernstein Conference 2017 2017 more… BibTeX Full text (DOI)
- Grid Cells as Transition Encoders. Bernstein Conference 2017 2017 more… BibTeX Full text (DOI)
- A Cooperative Stereo Matching Neural Network on TrueNorth. Bernstein Conference 2017 2017 more… BibTeX Full text (DOI)
Misc
- Development of a Modular Interface for Myorobotics Actuator Control using Predicted EMG Muscle Activity. Master thesis, 2017 more… BibTeXFull text (mediaTUM)
- Multi-Scale Particle Filter. Bachelor thesis, 2017 more… BibTeXFull text (mediaTUM)
- Adaptive Real Time Estimation of Precise Vehicle Trajectories. Master thesis, 2017 more… BibTeX
- Scale Space Descriptors for Spatial Navigation. Bachelor thesis, 2017 more… BibTeXFull text (mediaTUM)
- Advanced Detectors and Networks for the detection of distinct object classes in traffic scenarios. Master thesis, 2017 more… BibTeXFull text (mediaTUM)
- A low-power embedded Dynamic Vision System. Bachelor thesis, 2017 more… BibTeXFull text (mediaTUM)
- Pitch Detection Using Neuromorphic Hardware. Bachelor thesis, 2017 more… BibTeXFull text (mediaTUM)
- Decoding EEG Brain Signals using Recurrent Neural Networks. Master thesis, 2017 more… BibTeXFull text (mediaTUM)
- Event-based optical-flow for autonomous driving using synthetic sensory data from an open-source simulator. Master thesis, 2017 more… BibTeXFull text (mediaTUM)
- Active dynamic vision based on micro-saccades. Master thesis, 2017 more… BibTeXFull text (mediaTUM)
- Design of an STDP-based training algorithm for deep convolutional networks on the SpiNNaker neuromorphic computing architecture. Master thesis, 2017 more… BibTeXFull text (mediaTUM)
- Deep Learning for Continuous Control. Bachelor thesis, 2017 more… BibTeXFull text (mediaTUM)
- Convolutional and Recurrent Neural Networks for Determining Kinematic Quantities of Vehicles. Master thesis, 2017 more… BibTeX
- SpikeLink - an extensible AER hub based on a multi-core microcontroller. Bachelor thesis, 2017 more… BibTeXFull text (mediaTUM)
- Implementation of a Real -Time Liquid State Machine on SpiNNaker for Biomimetic Robot Controll. Master thesis, 2017 more… BibTeXFull text (mediaTUM)
- Numerical Analysis of Spiking Networks for Pattern-Transition learning. Master thesis, 2017 more… BibTeXFull text (mediaTUM)
- Bayesian Computation in Recurrent Neural Circuits - a Neuro-Control Approach. Master thesis, 2017 more… BibTeXFull text (mediaTUM)
2016
Journal Articles
- A Self-Synthesis Approach to Perceptual Learning for Multisensory Fusion in Robotics. Sensors 2016 16 (10), 2016 more… BibTeX Full text (DOI)
- Hebbian plasticity realigns grid cell activity with external sensory cues in continuous attractor models. Frontiers in Computational Neuroscience 10 (13), 2016 more… BibTeX Full text (DOI)
- Musculoskeletal Robots: Scalability in Neural Control. IEEE Robotics & Automation Magazine, 2016 more… BibTeX Full text (DOI)
- Serendipitous Offline Learning in a Neuromorphic Robot. Frontiers in Neurorobotics 10 (01), 2016 more… BibTeX Full text (DOI)
Peer Reviewed Conference Papers
- THINK.MAKE.START. - AN AGILE FRAMEWORK. DESIGN 2016 - 14th International Design Conference, 2016, 917-926 more… BibTeX
- A Mobility Device for the Blind with Improved Vertical Resolution Using Dynamic Vision Sensors. IEEE HealthCom 2016, 2016 more… BibTeXFull text (mediaTUM)
- Recognising Gait Patterns of People in Risk of Falling with a Multi-layer Perceptron. Intl. Conf. Information Technologies in Medicine/ Advances in Intelligent Systems and Computing, Springer, 2016, 87-97 more… BibTeX Full text (DOI)
Misc
- Synthesis of Distributed Cognitive Systems: Interacting Computational Maps for Multisensory Fusion. Dissertation, 2016 more… BibTeXFull text (mediaTUM)
- Event-Based Stereo Vision with Spiking Neural Networks. Bachelor thesis, 2016 more… BibTeXFull text (mediaTUM)
- Scalable implementation of a neural signal processing algorithm on spike-based programmable hardware. Master thesis, 2016 more… BibTeXFull text (mediaTUM)
- 360deg-orientation recognition using Dynamic Vision Sensors. Bachelor thesis, 2016 more… BibTeXFull text (mediaTUM)
- Evaluation and validation of a motion-cued attention network using a Robot-Head platform. Bachelor thesis, 2016 more… BibTeXFull text (mediaTUM)
- Embedded Neuromorphic Quadrotor Position Control for Rescue Missions. Bachelor thesis, 2016 more… BibTeXFull text (mediaTUM)
- Distributed Shortest Path Calculation with a Hybrid Data Structure. Master thesis, 2016 more… BibTeXFull text (mediaTUM)
- Modelling and Design of Hybrid CMOS-Memristive Neuromorphic Systems for STDP Implementations. Master thesis, 2016 more… BibTeXFull text (mediaTUM)
- Grid Cell Network Decoding For Robot Localisation. Bachelor thesis, 2016 more… BibTeXFull text (mediaTUM)
- A probabilistic method for event stream registration. Bachelor thesis, 2016 more… BibTeXFull text (mediaTUM)
- Developing a window-based stereovision algorithm for silicon retinas. Bachelor thesis, 2016 more… BibTeXFull text (mediaTUM)
- DVS event stream registration. Bachelor thesis, 2016 more… BibTeXFull text (mediaTUM)
- sPyNNaker-ROS Interface for Neurorobotics. Bachelor thesis, 2016 more… BibTeXFull text (mediaTUM)
- Modelling of biological muscles for Myorobotics emulation. 2016 more… BibTeXFull text (mediaTUM)
- Event-Based Graph Cuts. Bachelor thesis, 2016 more… BibTeXFull text (mediaTUM)
2015
Journal Articles
- Asynchronous Event-based Cooperative Stereo Matching Using Neuromorphic Silicon Retinas. Neural Processing Letters Special Issue on Neural Networks for Vision, 2015 more… BibTeX Full text (DOI)Full text (mediaTUM)
- Cognitive Maps for Indirect Coordination of Intelligent Agents. Studies in Informatics and Control 24 (1), 2015, 111-118 more… BibTeXFull text (mediaTUM)
Peer Reviewed Conference Papers
- Learning Sensory Correlations for 3D Egomotion Estimation. Living Machines 2015, 20154th International Conference on Biomimetic and Biohybrid Systems, 329–338 more… BibTeX Full text (DOI)Full text (mediaTUM)
- On-Board Real-Time Optic-Flow for Miniature Event-Based Vision Sensors. IEEE-ROBIO 2015, 2015 more… BibTeXFull text (mediaTUM)
- A wearable mobility device for the blind using retina-inspired dynamic vision sensors. International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2015 more… BibTeX
- Scene Stitching with Event-Driven Sensors on a Robot Head Platform. ISCAS 2015, 2015 more… BibTeX
- Integration of biological neural models for the control of eye movements in a robotic head. Living Machines 2015, 20154th International Conference on Biomimetic and Biohybrid Systems, 231–242 more… BibTeX Full text (DOI)Full text (mediaTUM)
- Cooperative SLAM on Small Mobile Robots. IEEE-ROBIO 2015, 2015 more… BibTeXFull text (mediaTUM)
Misc
- System Integration and Evaluation of a Wearable Mobility Aid for the Blind. Bachelor thesis, 2015 more… BibTeXFull text (mediaTUM)
- Deep Learning on a Million Core Computer. Master thesis, 2015 more… BibTeXFull text (mediaTUM)
- Optimizing personalized 3D soundscape for a wearable mobility aid for the blind. Master thesis, 2015 more… BibTeXFull text (mediaTUM)
- Proprioceptive Pose Estimation of a Robotic Gripper Using Artificial Skin. Master thesis, 2015 more… BibTeXFull text (mediaTUM)
- Slow Feature Analysis for robots. Bachelor thesis, 2015 more… BibTeXFull text (mediaTUM)
- Processing of Event-based Stereoscopic Visual Information for Visual-to-Auditory Sensory Substitution. Master thesis, 2015 more… BibTeXFull text (mediaTUM)
- Cortically Inspired Quadrotor 3D Motion Estimation. Bachelor thesis, 2015 more… BibTeXFull text (mediaTUM)
- A High-Level Control System for an Electro-Mechanical Resuscitation Device. Master thesis, 2015 more… BibTeX
- Datasets and a unified system for the evaluation of optic flow from event-based data. Bachelor thesis, 2015 more… BibTeXFull text (mediaTUM)
2014
Journal Articles
- Cortically inspired sensor fusion network for mobile robot egomotion estimation. Robotics and Autonomous Systems, 2014 more… BibTeX Full text (DOI)
- Trainable sensorimotor mapping in a neuromorphic robot. Robotics and Autonomous Systems, 2014 more… BibTeX Full text (DOI)
Peer Reviewed Conference Papers
- Development of a Dynamically Extendable SpiNNaker Chip Computing Module. International Conference on Artificial Neural Networks (ICANN), Hamburg, Germany, 2014, 821-828 more… BibTeXFull text (mediaTUM)
- Flexible Cue Integration by Line Attraction Dynamics and Divisive Normalization. International Conference on Artificial Neural Networks (ICANN), Hamburg, Germany, 2014, 691-698 more… BibTeXFull text (mediaTUM)
- Sensorimotor Control Learning using a New Adaptive Spiking Neuro-Fuzzy Machine, Spike-IDS and STDP. International Conference on Artificial Neural Networks (ICANN), Hamburg, Germany, 2014, 379-386 more… BibTeXFull text (mediaTUM)
- Event-based neural computing on an autonomous mobile platform. IEEE ICRA 2014, International Conference on Robotics and Automation, 2014, 2862 - 2867 more… BibTeXFull text (mediaTUM)
- Factor Graph Inference Engine on the SpiNNaker Neural Computing System. International Conference on Artificial Neural Networks (ICANN), Hamburg, Germany, 2014, 161-168 more… BibTeXFull text (mediaTUM)
- Real-Time Anomaly Detection with a Growing Neural Gas. International Conference on Artificial Neural Networks (ICANN), Hamburg, Germany, 2014, 97-104 more… BibTeXFull text (mediaTUM)
- Event-based 3D SLAM with a depth-augmented dynamic vision sensor. IEEE ICRA 2014, International Conference on Robotics and Automation, 2014, 359 - 364 more… BibTeXFull text (mediaTUM)
Poster
- Modulating Neural Activity can bias Neural Dynamics in Attractor Networks for Optimal Weighted Cueing. BCCN Meeting, Munich 2014 more… BibTeXFull text (mediaTUM)
- Bio-inspired optic flow detection using neuromorphic hardware. BCCN Meeting, Munich 2014 more… BibTeXFull text (mediaTUM)
Misc
- Development of a Dynamically Extensible SpiNNaker Chip Computing Module. Master thesis, 2014 more… BibTeXFull text (mediaTUM)
- Cortically Inspired Sensor Fusion for Quadrotor Attitude Control. Master thesis, 2014 more… BibTeXFull text (mediaTUM)
- Embedded Factor Graph for Controlling a Low-Cost Robotics Arm. Master thesis, 2014 more… BibTeXFull text (mediaTUM)
- Development and Evaluation of a hand gesture based control concept for a natural and robust human computer interaction. Bachelor thesis, 2014 more… BibTeXFull text (mediaTUM)
- Unsupervised Learning of Sensory Correlations for Robotics. Bachelor thesis, 2014 more… BibTeXFull text (mediaTUM)
- Stimulus-Driven visual attention. Bachelor thesis, 2014 more… BibTeXFull text (mediaTUM)
- Neural-controlled Stereoscopic Vision System. Master thesis, 2014 more… BibTeXFull text (mediaTUM)
2013
Peer Reviewed Conference Papers
- Cortically Inspired Sensor Fusion Network for Mobile Robot Heading Estimation. International Conference on Artificial Neural Networks (ICANN), Sofia, Bulgaria, 2013, 240-247 more… BibTeXFull text (mediaTUM)
- Real-Time Interface Board for Closed-Loop Robotic Tasks on the SpiNNaker Neural Computing System. International Conference on Artificial Neural Networks (ICANN), Sofia, Bulgaria, 2013, 467-474 more… BibTeXFull text (mediaTUM)
- Autonomous Indoor Exploration with an Event-Based Visual SLAM System. European Conference on Mobile Robots, Barcelona, Spain, 2013, 2013, 38-43 more… BibTeXFull text (mediaTUM)
- Increasing Autonomy of Learning Sensorimotor Transformations with Dynamic Neural Fields. IEEE ICRA Workshop on Autonomous Learning, Karlsruhe, Germany, 2013 more… BibTeXFull text (mediaTUM)
- Learning Sensorimotor Transformations with Dynamic Neural Fields. International Conf. on Artificial Neural Networks (ICANN), Sofia, Bulgaria, 2013, 248-255 more… BibTeXFull text (mediaTUM)
- Discrete belief propagation network using population coding and factor graph for kinematic control of a mobile robot. International Conference on Computational Intelligence and Cybernetics, Yogyakarta, Indonesia, 2013, 136-140 more… BibTeXFull text (mediaTUM)
- Reasoning with discrete factor graph. Conference on Robotics, Biomimetics, Intelligent Computational Systems, Yogyakarta, Indonesia, 2013, 170-175 more… BibTeXFull text (mediaTUM)
- Simultaneous Localization and Mapping for event-based Vision Systems. International Conference on Computer Vision Systems (ICVS), St. Petersburg, Russia, 2013, 133-142 more… BibTeXFull text (mediaTUM)
Poster
- Neurally inspired Multi-Modal Integration Network for Mobile Robot Applications. BCCN Meeting, Munich 2013 more… BibTeX
- Multisensory Integration Network for Mobile Robot Self-motion Estimation. Bernstein Conference on Computational Neuroscience, Tübingen, 2013 more… BibTeX
- Event-Based Vision for Autonomous Robotics. BCCN Meeting, Munich 2013 more… BibTeX
- HBP-NeuroRobotics: From neuroscience to technology. Bernstein Sparks Workshop on NeuroEngineering, Tutzing 2013 more… BibTeX
- Real-Time Interface Board for Closed-Loop Robotic Tasks on the SpiNNaker Neural Computing System. Bernstein Conference on Computational Neuroscience, Tübingen, 2013 more… BibTeX
- A Flexible Framework for Cue Integration by Line Attraction Dynamics and Divisive Normalization. Bernstein Sparks Workshop on NeuroEngineering, Tutzing 2013 more… BibTeX
- Learning by Example with SpiNNaker, Nengo, and an Omnidirectional Robot. Bernstein Sparks Workshop on NeuroEngineering, Tutzing 2013 more… BibTeX
- Optimizing Discrete Representations of Sensory Input and Motor Commands in Factor Graphs for Mobile Robot Control. BCCN Meeting, Munich 2013 more… BibTeX
- Optimizing Discrete Representations of Sensory Input and Motor Commands in Factor Graph. Bernstein Conference on Computational Neuroscience, Tübingen, 2013 more… BibTeX
- GRIDMAP – From brains to technical implementations. Bernstein Conference on Computational Neuroscience, Tübingen, 2013 more… BibTeX
- GRIDMAP – From brains to technical implementations. Bernstein Sparks Workshop on NeuroEngineering, Tutzing 2013 more… BibTeX
- Event-based 3D SLAM. Bernstein Sparks Workshop on NeuroEngineering, Tutzing 2013 more… BibTeX
Misc
- Development of a Depth-Augmented Dynamic Vision Sensor for 3D SLAM. Bachelor thesis, 2013 more… BibTeXFull text (mediaTUM)
- Autonomous stereo eDVS on mobile Robots for Distance Learning. Bachelor thesis, 2013 more… BibTeXFull text (mediaTUM)
- Anomaly Detection with Event-Based Vision: Detection of Broken Cogwheels in a Running System. Bachelor thesis, 2013 more… BibTeXFull text (mediaTUM)
- Event-based Visual Simultaneous Localization and Mapping. Master thesis, 2013 more… BibTeXFull text (mediaTUM)
- SOM based Sensor Fusion Algorithm for Quadrotor Hover Control. Master thesis, 2013 more… BibTeXFull text (mediaTUM)
2012
Peer Reviewed Conference Papers
- Spiking ratSLAM: Modelling Rat Hippocampus Place, Grid and Border Cells in Spiking Neural Hardware (Demo). IEEE BioCAS (Biomedical Circuits and Systems), 2012, 91 more… BibTeXFull text (mediaTUM)
- Self-calibrating Marker Tracking in 3D with Event-Based Vision Sensors. Proceedings of the 22nd International Conference on Artificial Neural Networks (ICANN), 2012, 313-321 more… BibTeXFull text (mediaTUM)
- Event-based Particle Filtering for Robot Self-Localization. Proceedings of the IEEE International Conference on Robotics and Biomimetics (IEEE-ROBIO), 2012, 866-870 more… BibTeXFull text (mediaTUM)
Poster
- Synthesis of Distributed Cognitive Systems: Interacting Maps for Sensor Fusion. Bernstein Conference on Computational Neuroscience, 2012 more… BibTeX
- Event Based Sensory Information Processing. Bernstein Retreat Tutzing, 2012 more… BibTeX
- Brain Graph - Style Information Processing for Mobile Robot Control. Bernstein Conference on Computational Neuroscience, 2012 more… BibTeX
Misc
- Hardware and Software Interface Module for the SpiNNaker Board. Diplom thesis, 2012 more… BibTeXFull text (mediaTUM)
- 3D Object Tracking with embedded Event Based Vision Sensors. Diplom thesis, 2012 more… BibTeXFull text (mediaTUM)
- A particle filtering method for event-based robot localization. Bachelor thesis, 2012 more… BibTeXFull text (mediaTUM)
2011
Peer Reviewed Conference Papers
- A Miniature Low-Power Sensor System for Real Time 2D Visual Tracking of LED Markers. Proceedings of the IEEE International Conference on Robotics and Biomimetics (IEEE-ROBIO), 2011 more… BibTeXFull text (mediaTUM)
Poster
- Event-Based Vision with Dynamic Vision Sensors. IEEE Swiss Image and Vision Sensors Workshop 2011 (SIVS 2011), 2011 more… BibTeXFull text (mediaTUM)
- A Distributed Cognitive Map for Spatial Navigation. CoTeSys2011 Workshop, 2011 more… BibTeXFull text (mediaTUM)
- Schnell sehen, erkennen und reagieren - Technik nach Vorbild des menschlichen Auges. CoTeSys2011 Open Door, 2011 more… BibTeXFull text (mediaTUM)
Misc
- KONSTRUKTION EINES OMNIDIREKTIONALEN UND AUTONOMEN ROBOTERS MIT INTEGRIERTEM GREIFARM. Bachelor thesis, 2011 more… BibTeXFull text (mediaTUM)
- Computing Ego-Motion and Structure from Point Features. Bachelor thesis, 2011 more… BibTeXFull text (mediaTUM)
- EVENT BASED VISION FOR AUTONOMOUS HIGH-SPEED ROBOTS. Bachelor thesis, 2011 more… BibTeXFull text (mediaTUM)
- Visual Saliency Parameter Tuning. 2011 more… BibTeX
2010
Misc
- Automation of the activation of a car embedded camera system. Diplom thesis, 2010 more… BibTeXFull text (mediaTUM)
- Design of a High-Speed Linear Motor for Balancing Miniature Poles. Bachelor thesis, 2010 more… BibTeXFull text (mediaTUM)
2009
Journal Articles
- Eye–Head Coordination during Free Exploration in Human and Cat. Annals of the New York Academy of Sciences (1164), 2009, 353-366 more… BibTeX Full text (DOI)
Peer Reviewed Conference Papers
- An Embedded AER Dynamic Vision Sensor for Low-Latency Pole Balancing. IEEE Workshop on Embedded Computer Vision (ECV09), 2009, 1-6 more… BibTeX
- A Pencil Balancing Robot using a Pair of AER Dynamic Vision Sensors. International Conference on Circuits and Systems (ISCAS), 2009, 781-785 more… BibTeXFull text (mediaTUM)
Poster
- Balancing Pencils using Spike-Based Vision Sensors. 2009 more… BibTeXFull text (mediaTUM)
Additional publications from student projects
NST Project Reports: http://www.nst.ei.tum.de/en/publications/nst-practicals-reports
NST Seminar Reports: http://www.nst.ei.tum.de/en/publications/nst-seminar-reports
NST IP/FP/IDP Reports: http://www.nst.ei.tum.de/en/publications/nst-ipfpidp-reports