Dr. Markus Mühling

Dr. Markus Mühling

Arbeitsgruppe Verteilte Systeme
Fachbereich Mathematik und Informatik
Philipps-Universität Marburg




LEHRE
  • Vorlesungen:
    • Inhaltsbasierte Bild- und Videoanalyse
  • Seminare:
    • Deep Learning zur Bild- und Videoanalyse
      Suche in Bild-, Video- und Audiodaten



PUBLIKATIONEN
  • Content-Based Video Retrieval in Historical Collections of the German Broadcasting Archive
    M. Mühling, M. Meister, N. Korfhage, J. Wehling, A. Hörth, R. Ewerth, B. Freisleben
    In: International Journal on Digital Libraries (IJDL), Springer Link, pp.1–17, 2018
  • Fast Cloud Segmentation Using Convolutional Neural Networks
    J. Drönner, N. Korfhage, S. Egli, M. Mühling, J. Bendix, B. Freisleben, B. Seeger
    In: Remote Sensing, Volume 10, Issue 11, pp. 1–24, 2018
  • Deep Learning for Content-based Video Retrieval in Film and Television Production
    M. Mühling, N. Korfhage, Eric Müller, Christian Otto, Matthias Springstein, Thomas Langelage, Uli Veith, R. Ewerth, B. Freisleben
    In: Multimedia Tools and Applications, Volume 76, Issue 21, pp. 22169–22194, 2017
  • Content-Based Video Retrieval in Historical Collections of the German Broadcasting Archive
    M. Mühling, M. Meister, N. Korfhage, J. Wehling, A. Hörth, R. Ewerth, B. Freisleben
    In: Proceedings of the International Conference on Theory and Practice of Digital Libraries (TPDL), Hannover, Deutschland, pp.67–78, 2016
  • Improving Cross-Domain Concept Detection via Object-based Features
    M. Mühling, R. Ewerth, B. Freisleben
    In: Proceedings of the 16th International Conference on Computer Analysis of Images and Patterns (CAIP), Valletta, Malta, pp. 359–370, 2015
  • Automatische Videoanalyse zur Erschließung und Recherche in historischen TV-Beständen
    M. Meister, M. Mühling, R. Ewerth, B. Freisleben
    In: Info 7, Heft 2, Verein für Medieninformation und Mediendokumentation, pp. 23–26, 2015
  • Visual Concept Detection in Images and Videos
    Markus Mühling
    Ph.D. Thesis, 2015
  • Multimodal Video Concept Detection via Bag of Auditory Words and Multiple Kernel Learning
    M. Mühling, R. Ewerth, J. Zhou, B. Freisleben
    In: Proceedings of the 18th International Conference on Multimedia Modeling 2012, Klagenfurt, Austria, pp. 40–50, 2012
  • Long-Term Incremental Web-Supervised Learning of Visual Concepts via Random Savannas
    R. Ewerth, K. Bellafkir, M. Mühling, D. Seiler, B. Freisleben
    In: IEEE Transactions on Multimedia, Volume 14, Issue 4, pp. 1008–1020, IEEE Computer Society, 2012
  • On the Spatial Extents of SIFT Descriptors for Visual Concept Detection
    M. Mühling, R. Ewerth, B. Freisleben
    In: Proceedings of the 8th International Conference on Computer Vision Systems (ICVS), Sophia Antipolis, France, pp. 71–80, 2011
  • Multi-Class Object Detection with Hough Forests Using Local Histograms of Visual Words
    M. Mühling, R. Ewerth, B. Shi, B. Freisleben
    In: Proceedings of the 14th International Conference on Computer Analysis of Images and Patterns (CAIP), Seville, Spain, pp. 386–393, 2011
  • Robust Video Content Analysis via Transductive Learning
    R. Ewerth, M. Mühling, B. Freisleben
    In: ACM Transactions on Intelligent Systems and Technology (TIST), Volume 3, Issue 3, pp. 1–26, 2011
  • Geobrowsing the Globe: A Geovisual Analysis of Google Earth Usage
    P. Abend, T. Thielmann, R. Ewerth, D. Seiler, M. Mühling, J. Döring, M. Grauer, B. Freisleben
    In: Online-Proceedings of Linking GeoVisualization with Spatial Analysis and Modeling Workshop (GeoViz), 2011
  • Improving Semantic Video Retrieval via Object-Based Features
    M. Mühling, R. Ewerth, B. Freisleben
    In: Proceedings of the IEEE International Conference on Semantic Computing (ICSC), Berkeley, USA, pp. 109–115, 2009
  • Eine service-orientierte Grid-Infrastruktur zur Unterstuetzung medienwissenschaftlicher Filmanalyse
    D. Seiler, R. Ewerth, S. Heinzl, T. Stadelmann, M. Mühling, B. Freisleben, M. Grauer
    In: Proceedings of GeNeMe Workshop 2009, Dresden, Deutschland, pp. 79-89, 2009
  • Semantic Video Analysis for Psychological Research on Violence in Computer Games
    M. Mühling, R. Ewerth, T. Stadelmann, B. Freisleben, R. Weber, K. Mathiak
    In: Proceedings of the ACM International Conference on Image and Video Retrieval (CIVR), Amsterdam, Niederlande, pp. 611-618, 2007
  • Videana: A Software Tool for Scientific Film Studies
    R. Ewerth, M. Mühling, T. Stadelmann, J. Gllavata, M. Grauer, B. Freisleben
    In: Proceedings of International Workshop on Digital Tools in Film Studies 2007, Siegen, Deutschland, 2007
  • Self-Supervised Learning of Face Appearances in TV Casts and Movies
    R. Ewerth, M. Mühling, B. Freisleben
    In: International Journal on Semantic Computing, Volume 1, Issue 2, pp. 185–204, 2007
  • Self-Supervised Learning of Face Appearances in TV Casts and Movies
    R. Ewerth, M. Mühling, B. Freisleben
    In: Proceedings of the 8th IEEE International Symposium on Multimedia, Washington, DC, USA, pp. 78–85, 2006


PROJEKTE
    Visual information retrieval in video archives (VIVA)
    In Rahmen des DFG-Projektes sollen neue Verfahren zur automatischen Erfassung von visuellen Konzepten sowie Personen in großen Videobeständen entwickelt werden. Hierbei stellt die Stiftung Deutsches Rundfunkarchiv (DRA) die Aufzeichnungen von DDR-Fernsehübertragungen mit vielen Tausend Stunden Videomaterial zur Verfügung.