Dr. Thilo Stadelmann

Dr. Thilo Stadelmann

Dr. Thilo Stadelmann
ZHAW School of Engineering
Obere Kirchgasse 2 / Steinberggasse 12/14
8400 Winterthur

+41 (0) 58 934 72 08
thilo.stadelmann@zhaw.ch

Persönliches Profil

Leitungsfunktion

  • Stv. Schwerpunktleitung Information Engineering
  • Leitung ZHAW Datalab

Tätigkeit an der ZHAW als

Dozent für Information Engineering

http://www.zhaw.ch/~stdm

Lehrtätigkeit in der Weiterbildung

Arbeits- und Forschungsschwerpunkte, Spezialkenntnisse

Data Science, Maschinelles Lernen, Künstliche Intelligenz, Information Engineering, Data Mining, Mustererkennung, Sprechererkennung, Audio Mining, Video Mining, Multimedia Retrieval, Signalverarbeitung, Biometrie, Datenmanagement, Smarte Software.
Aktuelle Forschungsinteressen: Deep Learning, Reinforcement Learning

Aus- und Fortbildung

CAS Hochschuldidaktik, 2015, Pädagogische Hochschule Zürich
Promotion, Dr. rer. nat., 2010, Philipps-Universität Marburg
Studium der Informatik, Dipl. Inform. (FH), 2004, Fachhochschule Giessen

Beruflicher Werdegang

2016-heute: Board der Swiss Alliance for Data-Intensive Services
2015-heute: Stv. Leitung Schwerpunkt Information Engineering, ZHAW
2015-2017: Coorganisator Zürich Machine Learning & Data Science Meetup
2014-heute: Vizepräsidet SGAICO, Swiss Group of Artificial Intelligence and Cognitive Science
2013-heute: Aufbau und Leitung ZHAW Datalab, Zürcher Hochschule für Angewandte Wissenschaften
2013-heute: Dozent Information Engineering (50% Forschung, 50% Lehre), ZHAW InIT
2012-2013: Gesamtverantwortung interne IT, TWT GmbH Science & Innovation
2011-2013: Fachgebietsleiter Smarte Software, TWT GmbH Science & Innovation
2010-2011: Software-Architekt & Projektleiter, TWT GmbH Science & Innovation
2004-2010: wiss. MA im Bereich Audio- und Videomining, Philipps-Universität Marburg
1998-2010: diverse Nebentätigkeiten in SW-Entwicklung und Data Mining

Mitglied in Netzwerken

Projekte

Projektleitung

Mitarbeit an folgenden Projekten

Publikationen

Beiträge, peer-reviewed

; ; ; ; ().

Fully Convolutional Neural Networks for Newspaper Article Segmentation

.

In: Proceedings of the 14th IAPR International Conference on Document Analysis and Recognition (ICDAR). Kyoto, Japan: CPS. Peer reviewed.

; ; ; ().

Learning Embeddings for Speaker Clustering Based on Voice Equality

.

In: Proceedings of the 27th IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2017). Roppongi, Tokyo, Japan: IEEE. Peer reviewed.

; ; ; ().

Speaker Identification and Clustering using Convolutional Neural Networks

.

In: Proceedings of IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2016). Salerno: IEEE. Peer reviewed.

; ; ().

AI in Switzerland

.

AI Magazine, 36, II. 102-105. Peer reviewed.

; ; ().

Data Scientist als Beruf

.

Big Data – Grundlagen, Systeme und Nutzungspotenziale, Springer Verlag., Edition HMD 59-81. Peer reviewed.

; ; ().

Toward Automatic Data Curation for Open Data

.

ERCIM News, 100. 32-33. Peer reviewed.

; ().

Data Science für Lehre, Forschung und Praxis

.

Praxis der Wirtschaftsinformatik Peer reviewed.

; ; ; ; ; ; ().

Applied Data Science in Europe

: Challenges for Academia in Keeping Up with a Highly Demanded Topic.

European Computer Science Summit Peer reviewed.

Beiträge, nicht peer-reviewed

; ; ; ; ().

PANOPTES

: Automated Article Segmentation of Newspaper Pages for "Real Time Print Media Monitoring“.

Proceedings of SGAICO Annual Assembly and Workshop 2015

Publikationen vor Tätigkeit an der ZHAW

Thilo Stadelmann, Sven Johr, Michael Ditze, Florian Dittman, and Viktor Fässler. "FABELHAFT - Fahrerablenkung: Entwicklung eines Meta-Fahrerassistenzsystems durch Echtzeit-Audioklassifikation". In Proceedings of 28. VDI-VW Gemeinschaftstagung Fahrerassistenzsysteme und Integrierte Sicherheit, Wolfsburg, Germany, October 10.-11., 2012. VDI Wissensforum.

Thilo Stadelmann. "Voice Modeling Methods for Automatic Speaker Recognition". Dissertation, Philipps-Universität Marburg. Available online, 2010. URL archiv.ub.uni-marburg.de/diss/z2010/0465/view.html.

Christian Beecks, Thilo Stadelmann, Bernd Freisleben, and Thomas Seidl. "Visual Speaker Model Exploration", In Proceedings of the IEEE International Conference on Multimedia and Expo (ICME'2010), pages 727-728, Singapore, July 19-23, 2010, IEEE.

Thilo Stadelmann, Yinghui Wang, Matthew Smith, Ralph Ewerth, and Bernd Freisleben. "Rethinking Algorithm Development and Design in Speech Processing". In Proceedings of the 20th International Conference on Pattern Recognition (ICPR'10), pages 4476-4479, Istanbul, Turkey, August 2010a. IAPR.

Thilo Stadelmann and Bernd Freisleben. "On the MixMax Model and Cepstral Features for Noise-Robust Voice Recognition". Technical Report, Marburg University, July 2010.

Thilo Stadelmann and Bernd Freisleben. Dimension-Decoupled Gaussian Mixture Model for Short Utterance Speaker Recognition. In Proceedings of the 20th International Conference on Pattern Recognition (ICPR'10), pages 1602-1605, Istanbul, Turkey, August 2010a. IAPR.

Markus Mühling, Ralph Ewerth, Thilo Stadelmann, Bing Shi, and Bernd Freisleben. "University of Marburg at TRECVID 2009: High-Level Feature Extraction". In Proceedings of TREC Video Retrieval Evaluation Workshop (TRECVid'09). Available online, 2009. URL www-nlpir.nist.gov/projects/tvpubs/tv.pubs.org.htm.

Ernst Juhnke, Dominik Seiler, Thilo Stadelmann, Tim Dörnemann, and Bernd Freisleben. "LCDL: An Extensible Framework for Wrapping Legacy Code". In Proceedings of International Workshop on @WAS Emerging Research Projects, Applications and Services (ERPAS'09), pages 638-642, Kuala Lumpur, Malaysia, December 2009.

Dominik Seiler, Ralph Ewerth, Steffen Heinzl, Thilo Stadelmann, Markus Mühling, Bernd Freisleben, and Manfred Grauer. "Eine Service-Orientierte Grid-Infrastruktur zur Unterstützung Medienwissenschaftlicher Filmanalyse". In Proceedings of the Workshop on Gemeinschaften in Neuen Medien (GeNeMe'09), pages 79-89, Dresden, Germany, September 2009.

Thilo Stadelmann and Bernd Freisleben. "Unfolding Speaker Clustering Potential: A Biomimetic Approach". In Proceedings of the ACM International Conference on Multimedia (ACMMM'09), pages 185-194, Beijing, China, October 2009. ACM.

Thilo Stadelmann, Steffen Heinzl, Markus Unterberger, and Bernd Freisleben. "WebVoice: A Toolkit for Perceptual Insights into Speech Processing". In Proceedingsof the 2nd International Congress on Image and Signal Processing (CISP'09), pages 4358-4362, Tianjin, China, October 2009.

Steffen Heinzl, Markus Mathes, Thilo Stadelmann, Dominik Seiler, Marcel Diegelmann, Helmut Dohmann, and Bernd Freisleben. "The Web Service Browser: Automatic Client Generation and Efficient Data Transfer for Web Services". In Proceedings of the 7th IEEE International Conference on Web Services (ICWS'09), pages 743-750, Los Angeles, CA, USA, July 2009a. IEEE Press.

Steffen Heinzl, Dominik Seiler, Ernst Juhnke, Thilo Stadelmann, Ralph Ewerth, Manfred Grauer, and Bernd Freisleben. "A Scalable Service-Oriented Architecture for Multimedia Analysis, Synthesis, and Consumption". International Journal of Web and Grid Services, 5(3):219-260, 2009b. Inderscience Publishers.

Markus Mühling, Ralph Ewerth, Thilo Stadelmann, Bing Shi, and Bernd Freisleben. "University of Marburg at TRECVID 2008: High-Level Feature Extraction". In Proceedings of TREC Video Retrieval Evaluation Workshop (TRECVid'08). Available online, 2008. URL www-nlpir.nist.gov/projects/tvpubs/tv.pubs.org.htm.

Markus Mühling, Ralph Ewerth, Thilo Stadelmann, Bing Shi, Christian Zöfel, and Bernd Freisleben. "University of Marburg at TRECVID 2007: Shot Boundary Detection and High-Level Feature Extraction". In Proceedings of TREC Video Retrieval Evaluation Workshop (TRECVid'07). Available online, 2007a. URL www-nlpir.nist.gov/projects/tvpubs/tv.pubs.org.htm.

Ralph Ewerth, Markus Mühling, Thilo Stadelmann, Julinda Gllavata, Manfred Grauer, and Bernd Freisleben. "Videana: A Software Toolkit for Scientific Film Studies". In Proceedings of the International Workshop on Digital Tools in Film Studies, pages 1-16, Siegen, Germany, 2007. Transcript Verlag.

Markus Mühling, Ralph Ewerth, Thilo Stadelmann, Bernd Freisleben, Rene Weber, and Klaus Mathiak. "Semantic Video Analysis for Psychological Research on Violence in Computer Games". In Proceedings of the ACM International Conference on Image and Video Retrieval (CIVR'07), pages 611-618, Amsterdam, The Netherlands, July 2007b. ACM.

Ralph Ewerth, Markus Mühling, Thilo Stadelmann, Ermir Qeli, Björn Agel, Dominik Seiler, and Bernd Freisleben. "University of Marburg at TRECVID 2006: Shot Boundary Detection and Rushes Task Results". In Proceedings of TREC Video Retrieval Evaluation Workshop (TRECVid'06). Available online, 2006. URL www-nlpir.nist.gov/projects/tvpubs/tv.pubs.org.htm.

Thilo Stadelmann and Bernd Freisleben. "Fast and Robust Speaker Clustering Using the Earth Mover's Distance and MixMax Models". In Proceedings of the 31st IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP'06), volume 1, pages 989-992, Toulouse, France, April 2006. IEEE.

Ralph Ewerth, Christian Behringer, Tobias Kopp, Michael Niebergall, Thilo Stadelmann, and Bernd Freisleben. "University of Marburg at TRECVID 2005: Shot Boundary Detection and Camera Motion Estimation Results". In Proceedings of TREC Video Retrieval Evaluation Workshop (TRECVid'05). Available online, 2005. URL www-nlpir.nist.gov/projects/tvpubs/tv.pubs.org.htm.