Prof. Dr. Rainer Lienhart

Full professor
Chair for Multimedia Computing and Computer Vision Lab
Phone: +49 (821) 598 5703
Email: rainer.lienhart@informatik.uni-augsburg.de
Room: 1013 (N)
Visiting hours: Wednesday, 2pm - 3pm
Address: Universitätsstraße 6a, 86159 Augsburg

Secretary's Office:

Barabara deVega

Phone: +49 821 598-2378

Email: barabara.devega@informatik.uni-augsburg.de

Curriculum/Vitae

Rainer Lienhart is a full professor in the computer science department of the University of Augsburg and chair of the Multimedia Computing and Computer Vision Lab (MMC Lab). His group is focusing on all aspects of (1) large-scale image, video, humans pose, sensor and data mining algorithms, (2) object, human pose and action detection/recognition as well as (3) image, video, human pose and action retrieval.

Since April 2010, he is also the executive director of the Institute for Computer Science at the University of Augsburg. From August 2017 to March 2018 he spent his sabbatical at FXPAL, while in 2009, he spent his sabbatical at Willow Garage – a robotic company, which is working on laying the groundwork for the industry that will be needed to enable personal robotics applications by investing in open source such as OpenCV and open platform adoption models. Rainer Lienhart has always been an active contributor to . From August 1998 to July 2004 he was a Staff Researcher at Intel's Microprocessor Research Lab in Santa Clara, California, where he worked on transforming a network of heterogeneous, distributed computing platforms into an array of audio/video sensors and actuators capable of performing complex DSP tasks such as distributed beamforming, audio rendering, audio/visual tracking, and camera array processing. In particular, this requires putting distributed heterogeneous computing platforms with audio -visual sensors into a common time and space coordinate system. At the same time, he was also continuing his work on media mining, where he is well known for his work in video content analysis with contributions in text detection/recognition, commercial detection, face detection (see also here), shot and scene detection, and automatic video abstraction. He received his Ph.D. in Computer Science from the University of Mannheim, Germany, in 1998, where he was a member of the Movie Content Analysis Project (MoCA).

The scientific work of Rainer Lienhart covers more than 80 refereed publications and more than 20+ patents. He was a general co-chair of ACM Multimedia 2017, ACM Multimedia 2007 and SPIE Storage and Retrieval of Media Databases 2004 & 2005. He serves in the editorial boards of 3 international journals. For more than a decade he is a committee member of ACM Multimedia, IEEE ICME, SPIE Storage and Retrieval of Media Databases, and many more conferences. From July 2009 till June 2017 he was the vice chair of SIGMM.

Research foci

  • Computer vision
    Object detection/recognition, human pose estimation, image/video captioning, automated visual inspection and error classification, medical image analysis
  • Machine learning
    Esp. deep learning & statistical computing, explainable AI
  • Automatic content analysis, mining and retrieval of multimedia data
    (multimedia = multiple signals from different sources)
  • Data and (multimodal) signal mining in general

Courses / teaching

(applied filters: | Semester: current | Institution: Multimedia und maschinelles Sehen | Typen: Vorlesung, Vorlesung + Übung, Pflichtvorlesung, Übung, Tutorium, Seminar, Pflichtseminar, Proseminar, Proseminar mit Übung, Hauptseminar, Hauptseminar mit Übung, Oberseminar)
name lecturer type
Übung zu Advanced Deep Learning Harzig

Philipp Harzig,

Einfalt

Moritz Werner Amadeus Einfalt,

Lienhart

Rainer Lienhart

Übung
Advanced Deep Learning Harzig

Philipp Harzig,

Einfalt

Moritz Werner Amadeus Einfalt,

Lienhart

Rainer Lienhart

Vorlesung
Übung zu Probabilistic Robotics Harzig

Philipp Harzig,

Einfalt

Moritz Werner Amadeus Einfalt,

Lienhart

Rainer Lienhart,

Scherer

Sebastian Scherer,

Brehm

Stephan Brehm

Übung
Übung zu Grundlagen der Signalverarbeitung und des Maschinellen Lernens für Medizininformatiker Harzig

Philipp Harzig,

Einfalt

Moritz Werner Amadeus Einfalt,

Lienhart

Rainer Lienhart,

Ludwig

Katja Ludwig,

Brehm

Stephan Brehm

Übung
Probabilistic Robotics Harzig

Philipp Harzig,

Einfalt

Moritz Werner Amadeus Einfalt,

Lienhart

Rainer Lienhart,

Scherer

Sebastian Scherer,

Brehm

Stephan Brehm

Vorlesung
Seminar über Multimediale Datenverarbeitung (Bachelor) Harzig

Philipp Harzig,

Einfalt

Moritz Werner Amadeus Einfalt,

Lienhart

Rainer Lienhart,

Brehm

Stephan Brehm

Seminar
Oberseminar Multimedia Computing Harzig

Philipp Harzig,

Lienhart

Rainer Lienhart,

Zecha

Dan Zecha,

Eggert

Christian Eggert

Oberseminar
Grundlagen der Signalverarbeitung und des Maschinellen Lernens für Medizininformatiker Harzig

Philipp Harzig,

Einfalt

Moritz Werner Amadeus Einfalt,

Lienhart

Rainer Lienhart,

Ludwig

Katja Ludwig,

Brehm

Stephan Brehm

Vorlesung
Grundlagen der Signalverarbeitung und des Maschinellen Lernens (Multimedia Grundlagen I) Harzig

Philipp Harzig,

Einfalt

Moritz Werner Amadeus Einfalt,

Lienhart

Rainer Lienhart,

Ludwig

Katja Ludwig,

Brehm

Stephan Brehm

Vorlesung
Übung zu Grundlagen der Signalverarbeitung und des Maschinellen Lernens (Multimedia Grundlagen I) Harzig

Philipp Harzig,

Einfalt

Moritz Werner Amadeus Einfalt,

Lienhart

Rainer Lienhart,

Ludwig

Katja Ludwig,

Brehm

Stephan Brehm

Übung

Publications

Invited Talks

  • Prof. Rainer Lienhart, Multimedia Computing and Computer Vision Lab, Universität Augsburg, „Automatische Posenerkennung zur Bestimmung von kinematischen und dynamischen Parametern im Sport“ . Arbeitskreis: Künstliche Intelligenz als Chance für den deutschen Spitzensport. dvs-Hochschultag, 20.09.2019, Berlin. 

Selected Journal and Conference Papers

  • Rainer Lienhart and Jochen Maydt. An Extended Set of Haar-like Features for Rapid Object Detection. IEEE ICIP 2002, Vol. 1, pp. 900-903, Sep. 2002. [PDF]; see also MRL Technical Report Dec. 2002. [PDF]
    Cited more then 3700 times
  • Rainer Lienhart. Comparison of Automatic Shot Boundary Detection Algorithms. In Image and Video Processing VII 1999, Proc. SPIE 3656-29, Jan. 1999. [PDF]
    Cited more then 600 times
  • Rainer Lienhart, Silvia Pfeiffer, and Wolfgang Effelsberg. Video Abstracting. Communications of the ACM , Vol. 40, No. 12, pp.55-62, December 1997. [PDF]
    Cited more then 450 times
  • Rainer Lienhart and Axel Wernicke. Localizing and Segmenting Text in Images, Videos and Web Pages. IEEE Transactions on Circuits and Systems for Video Technology, Vol. 12, No.4, pp. 256 -268, April 2002. [PDF]
    Cited more then 600 times
  • Rainer Lienhart. Video OCR: A Survey and Practitioner’s Guide. In Video Mining, Kluwer Academic Publisher, pp. 155-184, Oct. 2003. [PDF]
  • Simon Hoffmann and Rainer Lienhart. OpenMP: Eine Einführung in die parallele Programmierung mit C/C++, Springer Verlag, April 2008, ISBN: 978-3-540-73122-1. (zur Verlagsseite) (Errata)
  • Rainer Lienhart, Alexander Kuranov, and Vadim Pisarevsky. Empirical Analysis of Detection Cascades of Boosted Classifiers for Rapid Object Detection. MRL Technical Report, Intel Labs, May 2002, revised Dec. 2002. [PDF]
    Cited more then 1000 times
  • Rainer Lienhart. Reliable Transition Detection In Videos: A Survey and Practitioner's Guide. International Journal of Image and Graphics (IJIG), Vol. 1, No. 3, pp. 469-486, 2001. [PDF]
  • Eva Hörster, Rainer Lienhart, Malcolm Slaney. Image Retrieval on Large-Scale Image Databases. ACM International Conference on Image and Video Retrieval (CIVR) 2007, pp. 17-24, Amsterdam, Netherlands, July 2007. [PDF]
  • Rainer Lienhart, Eva Hörster, Stefan Romberg. Multilayer pLSA for Multimodal Image Retrieval. ACM International Conference on Image and Video Retrieval (CIVR 2009), Greece, July 8-10, 2009.
    Also Technical Report 2009-02, University of Augsburg, Institute of Computer Science Apr. 2009. [PDF]
  • Ina Döhring and Rainer Lienhart. Mining TV Broadcasts for Recurring Video Sequences. ACM International Conference on Image and Video Retrieval (CIVR 2009), Greece, July 8-10, 2009.
    Also Technical Report 2009-03, University of Augsburg, Institute of Computer Science Apr. 2009. [PDF]

Complete list of publications

Rainer Lienhart
2019 | 2018 | 2017 | 2016 | 2015 | 2014 | 2013 | 2012 | 2011 | 2010 | 2009 | 2008 | 2007 | 2006 | 2005

2019

Philipp Harzig, Yan-Ying Chen, Francine Chen and Rainer Lienhart. in press. Addressing data bias problems for chest x-ray image report generation.
BibTeX | RIS

Philipp Harzig, Moritz Einfalt and Rainer Lienhart. in press. BioMedia grand challenge: automatic disease detection and report generation for gastrointestinal tract examinations.
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Moritz Einfalt, Rainer Lienhart, Matthew Lee and Lyndon Kennedy. 2019. Detecting speech impairments from temporal Visual facial features of aphasia patients. DOI: 10.1109/MIPR.2019.00026
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Moritz Einfalt, Charles Dampeyrou, Dan Zecha and Rainer Lienhart. in press. Frame-level event detection in athletics videos with pose-based convolutional sequence networks.
PDF | BibTeX | RIS

Philipp Harzig, Dan Zecha, Rainer Lienhart, Carolin Kaiser and René Schallner. 2019. Image captioning with clause-focused metrics in a multi-modal setting for marketing. DOI: 10.1109/MIPR.2019.00085
BibTeX | RIS | DOI

Dan Zecha, Moritz Einfalt, Christian Eggert and Rainer Lienhart. 2019. Kinematic pose rectification for performance analysis and retrieval in sports. DOI: 10.1109/CVPRW.2018.00232
BibTeX | RIS | DOI

Guan-Ming Su, Chengcui Zhang, Haohong Wang, Min Chen, Mohan Kankanhalli and Rainer Lienhart. 2019. Pushing the boundary of multimedia big data: an overview of IEEE MIPR. DOI: 10.1109/mmul.2019.2916957
BibTeX | RIS | DOI

Dan Zecha, Moritz Einfalt and Rainer Lienhart. in press. Refining joint locations for human pose tracking in sports videos.
BibTeX | RIS

2018

Dan Zecha, Christian Eggert, Moritz Einfalt, Stephan Brehm and Rainer Lienhart. 2018. A convolutional sequence to sequence model for multimodal dynamics prediction in ski jumps. DOI: 10.1145/3265845.3265855
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Moritz Einfalt, Dan Zecha and Rainer Lienhart. 2018. Activity-conditioned continuous human pose estimation for performance analysis of athletes using the example of swimming. DOI: 10.1109/wacv.2018.00055
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Rainer Lienhart, Moritz Einfalt and Dan Zecha. 2018. Mining automatically estimated poses from video recordings of top athletes. DOI: 10.2478/ijcss-2018-0005
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Philipp Harzig, Stephan Brehm, Rainer Lienhart, Carolin Kaiser and Rene Schallner. 2018. Multimodal image captioning for marketing analysis. DOI: 10.1109/mipr.2018.00035
BibTeX | RIS | DOI

Philipp Harzig, Christian Eggert and Rainer Lienhart. 2018. Visual question answering with a hybrid convolution recurrent model. DOI: 10.1145/3206025.3206054
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2017

Christian Eggert, Stephan Brehm, Anton Winschel, Dan Zecha and Rainer Lienhart. 2017. A closer look: small object detection in faster R-CNN. DOI: 10.1109/icme.2017.8019550
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Christian Eggert, Dan Zecha, Stephan Brehm and Rainer Lienhart. 2017. Improving small object proposals for company logo detection. DOI: 10.1145/3078971.3078990
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Dan Zecha, Christian Eggert and Rainer Lienhart. 2017. Pose estimation for deriving kinematic parameters of competitive swimmers.
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2016

Christian Eggert, Anton Winschel, Dan Zecha and Rainer Lienhart. 2016. Saliency-guided selective magnification for company logo detection. DOI: 10.1109/icpr.2016.7899708
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2015

Alexander Schiendorfer, Christoph Lassner, Gerrit Anders, Wolfgang Reif and Rainer Lienhart. 2015. Active learning for model abstraction.
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Fabian Richter, Christian X. Ries and Rainer Lienhart. 2015. Evaluation of discriminative models for the reconstruction of hand-torn documents. DOI: 10.1007/978-3-319-16811-1_44
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Fabian Richter, Christian Eggert and Rainer Lienhart. 2015. Fisher vector encoding of micro color features for (real world) jigsaw puzzles. DOI: 10.1109/icdar.2015.7333816
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Zheng-Jun Zha, Yan Liu, Shin’ichi Satoh, Xinguo Yu and Rainer Lienhart. 2015. Guest editorial: selected papers from ICIMCS 2012. DOI: 10.1007/s00530-015-0461-x
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Dan Zecha and Rainer Lienhart. 2015. Key-pose prediction in cyclic human motion. DOI: 10.1109/wacv.2015.19
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Christoph Lassner and Rainer Lienhart. 2015. Norm-induced entropies for decision forests. DOI: 10.1109/wacv.2015.134
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Christian Eggert, Anton Winschel and Rainer Lienhart. 2015. On the benefit of synthetic data for company logo detection. DOI: 10.1145/2733373.2806407
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Christoph Lassner and Rainer Lienhart. 2015. The fertilized forests decision forest library. DOI: 10.1145/2733373.2807407
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2014

Christian X. Ries, Fabian Richter, Stefan Romberg and Rainer Lienhart. 2014. Automatic object annotation from weakly labeled data with latent structured SVM. DOI: 10.1109/cbmi.2014.6849838
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Dan Zecha and Rainer Lienhart. 2014. Bestimmung intrazyklischer Phasengeschwindigkeiten von Schwimmern im Schwimmkanal mittels vollautomatischer Videoanalyse.
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Christian Eggert, Stefan Romberg and Rainer Lienhart. 2014. Improving VLAD: hierarchical coding and a refined local coordinate system. DOI: 10.1109/icip.2014.7025610
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Fabian Richter, Christian X. Ries, Stefan Romberg and Rainer Lienhart. 2014. Partial contour matching for document pieces with content-based prior. DOI: 10.1109/icme.2014.6890237
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Christian X. Ries, Fabian Richter and Rainer Lienhart. 2014. Towards automatic bounding box annotations from weakly labeled images. DOI: 10.1007/s11042-014-2434-z
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2013

Stefan Romberg and Rainer Lienhart. 2013. Bundle min-hashing for logo recognition. DOI: 10.1145/2461466.2461486
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Stefan Romberg and Rainer Lienhart. 2013. Bundle min-hashing: speeded-up object retrieval. DOI: 10.1007/s13735-013-0040-x
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Fabian Richter, Christian X. Ries, Nicolas Cebron and Rainer Lienhart. 2013. Learning to reassemble shredded documents. DOI: 10.1109/tmm.2012.2235415
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Christoph Lassner and Rainer Lienhart. 2013. Methods and applications for distance based ANN training. DOI: 10.1109/icmla.2013.120
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Christian X. Ries, Fabian Richter and Rainer Lienhart. 2013. Towards automatic object annotations from global image labels. DOI: 10.1145/2461466.2461501
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2012

Christian X. Ries and Rainer Lienhart. 2012. A survey on visual adult image recognition. DOI: 10.1007/s11042-012-1132-y
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Nicolas Cebron, Fabian Richter and Rainer Lienhart. 2012. Decision tree induction from counterexamples. DOI: 10.5220/0003730405250528
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Christian X. Ries and Rainer Lienhart. 2012. Deriving a discriminative color model for a given object class from weakly labeled training data. DOI: 10.1145/2324796.2324848
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J. Schels, J. Liebelt and Rainer Lienhart. 2012. Learning an object class representation on a continuous viewsphere. DOI: 10.1109/cvpr.2012.6248051
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Johannes Schels, Joerg Liebelt and Rainer Lienhart. 2012. Learning to Represent Multiple Object Classes on a Continuous Viewsphere.
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Stefan Romberg, Rainer Lienhart and Eva Hörster. 2012. Multimodal image retrieval: fusing modalities with multilayer multimodal pLSA. DOI: 10.1007/s13735-012-0006-4
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Stefan Romberg, Moritz August, Christian X. Ries and Rainer Lienhart. 2012. Robust feature bundling. DOI: 10.1007/978-3-642-34778-8_5
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2011

Fabian Richter, Christian X. Ries and Rainer Lienhart. 2011. A Graph Algorithmic Framework for the Assembly of Shredded Documents.
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Johannes Schels, Jorg Liebelt, Klaus Schertler and Rainer Lienhart. 2011. Building a semantic part-based object class detector from synthetic 3D models. DOI: 10.1109/icme.2011.6011850
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Thomas Greif, Debabrata Sengupta and Rainer Lienhart. 2011. Monocular 3D Human Pose Estimation by Classification.
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Fabian Richter, Stefan Romberg, Eva Hörster and Rainer Lienhart. 2011. Multimodal Ranking for Image Search on Community Databases.
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Stefan Romberg, Lluis Garcia Pueyo, Rainer Lienhart and Roelof van Zwol. 2011. Scalable logo recognition in real-world images. DOI: 10.1145/1991996.1992021
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Johannes Schels, Joerg Liebelt and Rainer Lienhart. 2011. Self-calibrating 3D context for retrieving people with luggage. DOI: 10.1109/iccvw.2011.6130483
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Dan Zecha, Thomas Greif and Rainer Lienhart. 2011. Swimmer detection and pose estimation for continuous stroke rate determination.
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Johannes Schels, Jörg Liebelt, Klaus Schertler and Rainer Lienhart. 2011. Synthetically trained multi-view object class and viewpoint detection for advanced image retrieval. DOI: 10.1145/1991996.1991999
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Nicolas Cebron, Fabian Richter and Rainer Lienhart. 2011. Towards learning with complementary labels.
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2010

Thomas Greif and Rainer Lienhart. 2010. An annotated data set for pose estimation of swimmers.
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Fabian Richter, Stefan Romberg, Eva Hörster and Rainer Lienhart. 2010. Leveraging community metadata for multimodal image ranking. DOI: 10.1007/s11042-010-0554-7
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Ina Döhring and Rainer Lienhart. 2010. Mining TV broadcasts 24/7 for recurring video sequences. DOI: 10.1007/978-3-642-12900-1_13
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Christian X. Ries, Stefan Romberg and Rainer Lienhart. 2010. Towards Universal Visual Vocabularies.
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2009

Thomas Greif and Rainer Lienhart. 2009. A kinematic model for Bayesian tracking of cyclic human motion.
PDF | BibTeX | RIS

Christian X. Ries and Rainer Lienhart. 2009. Automatic Pose Initialization of Swimmers in Videos.
PDF | BibTeX | RIS

Thomas Greif and Rainer Lienhart. 2009. Automatische Schwimmerverfolgung und Segmentierung.
BibTeX | RIS

Rainer Lienhart and Rudolf Hauke. 2009. Filtering adult image content with topic models.
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Ina Döhring and Rainer Lienhart. 2009. Mining TV Broadcasts for Recurring Video Sequences.
PDF | BibTeX | RIS

Rainer Lienhart, Stefan Romberg and Eva Hörster. 2009. Multilayer pLSA for Multimodal Image Retrieval.
PDF | BibTeX | RIS

Stefan Romberg, Eva Hörster and Rainer Lienhart. 2009. Multimodal pLSA on Visual Features and Tags.
PDF | BibTeX | RIS

C. Gregor van den Boogaart and Rainer Lienhart. 2009. Note onset detection for the transcription of polyphonic piano music.
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Eva Hörster and Rainer Lienhart. 2009. Optimal placement of multiple visual sensors.
BibTeX | RIS

2008

Eva Hörster, Rainer Lienhart and Malcolm Slaney. 2008. Continuous Visual Vocabulary Models for pLSA-Based Scene Recognition.
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Thomas Greif, Eva Hörster and Rainer Lienhart. 2008. Correlated Topic Models for Image Retrieval.
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Eva Hörster and Rainer Lienhart. 2008. Deep networks for image retrieval on large-scale databases. DOI: 10.1145/1459359.1459449
BibTeX | RIS | DOI

Ina Döhring and Rainer Lienhart. 2008. Fast Frame-Accurate Mining for Repeating Video Clips.
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Simon Hoffmann and Rainer Lienhart. 2008. OpenMP: eine Einführung in die parallele Programmierung mit C/C++. DOI: 10.1007/978-3-540-73123-8
BibTeX | RIS | DOI

Alan Hanjalic, Rainer Lienhart, Wei-Ying Ma and John R. Smith. 2008. The holy grail of multimedia information retrieval: so close or yet so far away?. DOI: 10.1109/jproc.2008.916338
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2007

Eva Hörster, Thomas Greif, Rainer Lienhart and Malcolm Slaney. 2008. Comparing Local Feature Descriptors in pLSA-Based Image Models.
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Ina Dohring and Rainer Lienhart. 2007. Fast and effective features for recognizing recurring video clips in very large databases. DOI: 10.1109/iciapw.2007.26
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Eva Hörster and Rainer Lienhart. 2007. Fusing Local Image Descriptors for Large-Scale Image Retrieval.
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Eva Hörster, Rainer Lienhart and Malcolm Slaney. 2007. Image Retrieval on Large-Scale Image Databases.
PDF | BibTeX | RIS

Rainer Lienhart and Malcolm Slaney. 2007. PLSA on large scale image databases. DOI: 10.1109/icassp.2007.367295
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Eva Hörster, Jochen Lux and Rainer Lienhart. 2007. Recognizing persons in images by learning from videos. DOI: 10.1117/12.705200
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2006

Eva Hörster and Rainer Lienhart. 2006. Approximating Optimal Visual Sensor Placement.
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C. Gregor van den Boogaart and Rainer Lienhart. 2006. Audio Brush: Smart Audio Editing in the Spectrogram.
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C. G. v. d. Boogaart and Rainer Lienhart. 2006. Audio brush: a tool for computer-assisted smart audio editing. DOI: 10.1145/1178723.1178741
BibTeX | RIS | DOI

Eva Hörster and Rainer Lienhart. 2006. Calibrating and Optimizing Poses of Visual Sensors in Distributed Platforms.
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Eva Hörster and Rainer Lienhart. 2006. Calibrating and optimizing poses of visual sensors in distributed platforms. DOI: 10.1007/s00530-006-0057-6
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E. Horster, Rainer Lienhart, W. Kellermann and J.-Y. Bouguet. 2006. Calibrating visual sensors and actuators in distributed platforms. DOI: 10.1109/cviie.2005.2
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Eva Hörster and Rainer Lienhart. 2006. On the Optimal Placement of Multiple Visual Sensors.
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Rainer Lienhart, I. Kozintsev, D. Budnikov, I. Chikalov and V. C. Raykar. 2006. Providing common time and space in distributed AV-sensor networks by self-calibration. DOI: 10.1007/3-540-32367-8_21
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Rainer Lienhart and Eva Hörster. 2006. Results of the algorithm competition on foreground segmentation at VSSN06.
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2005

C. Gregor van den Boogaart and Rainer Lienhart. 2006. Audio Brush: Editing Audio in the Spectrogram.
PDF | BibTeX | RIS

Eva Hörster, Rainer Lienhart, Wolfgang Kellermann and Jean-Yves Bouguet. 2006. Calibration of Visual Sensors and Actuators in Distributed Computing Platforms.
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C. Gregor van den Boogaart and Rainer Lienhart. 2006. Fast Gabor Transformation for processing high quality audio.
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V.C. Raykar, I.V. Kozintsev and Rainer Lienhart. 2005. Position calibration of microphones and loudspeakers in distributed computing platforms. DOI: 10.1109/tsa.2004.838540
BibTeX | RIS | DOI

Eva Hörster, Rainer Lienhart, Wolfgang Kellermann and Jean-Yves Bouguet. 2006. Precise Visibility Determination of Displays in Camera Images.
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Bob Davies and Rainer Lienhart. 2006. Using Cart to Segment Road Images.
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C. Gregor van den Boogaart and Rainer Lienhart. 2006. Visual Audio: An Interactive Tool for Analyzing and Editing of Audio in the Spectrogram.
PDF | BibTeX | RIS

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