Profile

  • Experience in leading international research activities and in proposing new (research) directions
  • Research, design, and implementation of machine learning/data-driven AI models and technology components for aerospace and defence applications with focus on visual information processing and graph-like structures
  • In-depth knowledge in AI/machine learning, explorative data analysis, and image/video processing algorithms
  • Creating innovative concepts and methods for determining the influence of video processing algorithms on the human quality perception

Education
Professional Experience
Awards
Languages

Experience

 
 
 
 
 
Airbus
Artificial Intelligence Research Project Leader
September 2019 – Present Munich

Airbus AI Research - Part of Central Research & Technology (CRT)

  • Leading and proposing research projects on using AI to address challenges across the spectrum of Airbus’ business units for future products and improving of industrial processe
  • Research on data- and non-data-driven AI concepts/algorithms for aerospace and defence related applications, focusing on visual information processing and graph-like structures
  • Collaborating and coordinating with AI research groups and institutes outside Airbus
 
 
 
 
 
DFKI - German Research Center for Artificial Intelligence
Supervisory board member
June 2021 – Present Kaiserlautern
Airbus representative on DFKI supervisory board, contributing to the DFKI research strategy
 
 
 
 
 
Technische Universtiät Münchnen
Lecturer (part-time)
April 2015 – Present Munich

Applied Machine Intelligence / Deep Learning for Multimedia (part-time) (since 2019)

  • Methods, algorithms, and underlying concepts for using deep learning to extract information from audio, visual, and textual content with an introduction to relevant frameworks

Quality of Experience (QoE) (2017-2018)

  •  Concepts and applications of QoE: algorithms/assessment methodologies with a focus on audio-visual stimuli in multimedia systems/services and on the use of machine learning methods in this context

Digital broadcast engineering (2015-2016)

  • Covering both traditional linear digital broadcasting technology i.e. DVB, non-linear broadcasting via (adaptive) streaming e.g. DASH and interactive/Smart TV
 
 
 
 
 
IRT - Institut für Rundfunktechnik GmbH
Machine Learning Team Lead
IRT - Institut für Rundfunktechnik GmbH
December 2013 – July 2019 Munich

R&D area Data and Security (since 03/2016)

  • Proposing, starting, and leading a new research stream on machine learning (AI) at IRT
  • Research on data-driven AI models for audio-visual content under-standing and applications of deep learning in broadcasting/streaming and video processing
  • Leading development activities on audio-visual (social media) content analysis in editorial use, SmartTV-based user engagement assessment, and scalable second-screen framework
  • Evaluation and benchmarking of cognitive services for use in public service media and of synchronisation delays in companion-screen primary-screen interaction
  • Data science and AI consulting for public service media in D-A-CH (up to C-level)
  • Contributing to strategic planning at European level for use of AI/Big Data in the (public service) media sector via EBU working groups and in EC context

IRT - Institut für Rundfunktechnik was the research and development centre for broadcast and media technology of the public service broadcasters in Austria, Germany, and Switzerland

 
 
 
 
 
IRT - Institut für Rundfunktechnik GmbH
Research Engineer & Project Manager
IRT - Institut für Rundfunktechnik GmbH
December 2013 – July 2019 Munich

R&D area Media Services and Platforms (12/2013-02/2016)

  • Project coordinator of the Brazilian-European research project GLOBAL ITV (definition of a global interactive TV system), successful managing the research agenda and cooperation between 18 international partners from industry and academia
  • Research on coexistence and interoperability of SmartTV systems, especially adapting the DVB-based HbbTV to other broadcasting systems and designing of migration concepts towards HTML5, web-based systems
  • Development of HbbTV broadcast chain prototype for ISDB-Tb

IRT - Institut für Rundfunktechnik was the research and development centre for broadcast and media technology of the public service broadcasters in Austria, Germany, and Switzerland

 
 
 
 
 
Technische Universtiät Münchnen
Research Assistant
September 2007 – September 2013 Munich

Institute for Data Processing

  • Research on image and video processing with a focus on the influence of video processing algorithms on the visual quality (QoE), using multi-way (tensor) data analysis and machine learning methods for modelling this influence and crowdsourcing for QoE assessment
  • Design and implementation of computer vision and video processing algorithms for feature extraction and quality prediction (MATLAB, C/C++)
  • Planning and setting-up of the laboratory for visual quality assessment, performing experiments for industry and standardisation (MPEG/ITU-T)
  • Supervision of master/bachelor thesis’ in addition to the support of course the “Digital Video” (~80 participants), including collaborating in the design and implementation of award-winning innovative teaching concepts (50.000 EUR)

Deputy work group leader and member of management committee in EU COST project IC1003 Qualinet

  • Coordination of international task forces within the project
  • Project focus on perceptual quality of multimedia

Member of German national body for ISO standardisation in image and video compression

 
 
 
 
 
Technische Universtiät Münchnen
Academic advisor
September 2007 – September 2010 Munich

Department of Electrical Engineering and Information Technology (50% position)

  • Development of new degree courses
  • Responsibility for evaluation of teaching quality (~200 courses per semester)
 
 
 
 
 
Technische Universtiät Münchnen
Research Assistant (50% position)
April 2007 – July 2007 Munich

Institute for Data Processing (50% position)

  • Validation tests in the context of MPEG video codec standardisation
  • Evaluation of video codec technologies
 
 
 
 
 
Siemens AG, Communications
Student trainee in sales department „Financial Sector” and customer support centre
January 1999 – July 2005 Munich

Student trainee in sales department „Financial Sector” and customer support centre

  • Development and customising of software tools for sales and engineering
  • Optimisation of sales and service processes
 
 
 
 
 
Siemens Telekommunikations Service GmbH & Co. OHG
Service specialist
November 1998 – September 1999 Munich
  • Installation, commissioning and maintenance of medium communication systems and related software & servers
  • Responsible for time and cost effective project completion, supervision of small teams and training of apprentices
 
 
 
 
 
Innere Mission München
Zivildienst
September 1997 – October 1998 Munich
 
 
 
 
 
Siemens AG
Service specialist
March 1997 – September 1997 Munich
  • Installation, commissioning and maintenance of small communication systems and related software & servers

Education

 
 
 
 
 
Technische Universtiät Münchnen
Dr.-Ing. (~PhD) in electrical engineering and information technology
September 2007 – May 2014 Munich
  • Focus on video processing and data analysis/machine learning
  • Thesis: “Design of Video Quality Metrics with Multi-way Data Analysis”
 
 
 
 
 
Technische Universtiät Münchnen
Diploma degree (~MSc.) in electrical engineering and information technology
October 2001 – March 2007 Munich
  • Focus on communication networks, particularly peer-to-peer (P2P) networks
  • Thesis: “Scalable and efficient search algorithms for P2P systems”
 
 
 
 
 
National University of Singapore
Exchange Semester at School of Computing of the
July 2005 – December 2005 Singapore
 
 
 
 
 
Technische Universtiät Münchnen
Bachelor degree (BSc.) in electrical engineering and information technology
October 2001 – September 2005 Munich
  • Focus on information and communication technology
  • Thesis: “Thesis: “SDL specification of the LKN Chord Simulator”
 
 
 
 
 
University entrance qualification from technical college for further education
Marian-Batko-Berufsoberschule München
October 1999 – September 2001
 
 
 
 
 
Siemens AG
Apprenticeshipas communication electronics technician
September 1993 – February 1997 Munich

Awards

Paper “On Time or Not on Time: A User Study on Delays in a Synchronised Companion-Screen Experience"
Paper “Survey of Web-based Crowdsourcing Frameworks for Subjective Quality Assessment”
Paper “Towards an Evaluation of Denoising Algorithms with Respect to Realistic Camera Noise”
IEEE
Top 10% of accepted papers at IEEE International Conference on Image Processing (ICIP)
Paper “Length Independent Refinement of Video Quality Metrics Based on Multiway Data Analysis”
Paper “Design of No-Reference Video Quality Metrics with Multiway Partial Least Squares Regression”
Bayern
Scholarship of the Bavarian Government for talented students (BayBFG; ~top 0.5% of all students)
IHK
Distinction for outstanding results in the final examination of the apprenticeship

Languages

German - Native speaker
English - Full professional proficiency (CEFR C2 - Cambridge CPE, grade A)