Home
| Research | Publications
Education | |
1994-1997 | Ph.D. (Dr.-Ing.), University of Stuttgart |
1987-1993 | Electrical Engineering, University of Stuttgart |
Experience |
|
2019-now | Uber ATG,
Seattle, Technical Lead Manager, managing a team of software engineers working on ATG's ground truth annotation tool: · Automation of annotations in Lidar and image data with DL. · Scalable offline and online GPU model inference for ATG's annotation tool. · Machine-generated annotator scoring and ranking. · Machine-assisted quality control with classical ML and DL. |
2017-2019 | Mighty AI, Seattle, Principal Computer Vision Engineer, head of CV/ML team: · Object detection and segmentation for QA and automated annotation. · Model serving framework to generate annotations at scale with DL models. · Class-agnostic interactive tracking tool. |
2016-2017 |
Microsoft, Bellevue, Principal Applied Scientist, AI and Robotics: · Face detection and recognition. · Visual navigation. · Multi-camera networks. |
2001-2016 |
Honda Research Institute USA, Boston and Mountain View, Principal Scientist, Head of Perception Group: · Object detection and recognition for humanoid robots. · Real-time vision systems for driver assistance. · Detection and tracking of pedestrians, cars, bicyclists in videos and laser data. · Detection of occluded pedestrians. · Pedestrian path prediction. · Camera-based vehicle self localization. |
1999-2005 | M.I.T, Postdoctoral Fellow, Visiting Scientist, Center for Biological & Computational Learning: · Face detection, face recognition, facial expression recognition. · Part-based object detection and recognition. · Taught grad class 9.913 "Pattern Recognition for Vision". |
1994-1998 | Daimler-Benz Research Center, Ulm, Research Assistant: · Interactive 3-D object recognition system for service robots. · Detecting moving objects in video sequences of traffic scenes. · Video radar sensor fusion for autonomous car driving. · Segmentation of color images with Hopfield nets. |
1993-1994 | Research Assistant, Institute of Physical Electronics and Photovoltaics, University of Stuttgart: · Visualization and analysis of flow fields in combustion engines. |