Publications

2024 | 2023 | 2022 | 2021 | 2020 | 2019 | 2018 | 2017 | 2016 | 2015 | 2014 | 2013 | 2012 | 2011 | 2010 | 2009 | 2008 | 2007 | 2006 | 2005 | 2003 | 2002 | 1999 | 1997

2024

Julian Lorenz, Alexander Pest, Daniel Kienzle, Katja Ludwig and Rainer Lienhart. in press. A fair ranking and new model for panoptic scene graph generation.
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Julian Lorenz, Robin Schön, Katja Ludwig and Rainer Lienhart. in press. A review and efficient implementation of scene graph generation metrics.
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Robin Schön, Julian Lorenz, Katja Ludwig and Rainer Lienhart. in press. Adapting the segment anything model during usage in novel situations.
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Kathrin Baumgartner, Paul Täufer, Michelle Lienhart, Rainer Lienhart and Christoph Westerhausen. 2024. Pulsed surface acoustic waves accelerate wound healing and reveal new parameter limits for cell stimulation in vitro. DOI: 10.1088/1361-6463/ad18fa
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Daniel Kienzle, Marco Kantonis, Robin Schön and Rainer Lienhart. in press. Segformer++: efficient token-merging strategies for high-resolution semantic segmentation.
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Luuk H. Boulogne, Julian Lorenz, Daniel Kienzle, Robin Schön, Katja Ludwig, Rainer Lienhart, Simon Jegou, Guang Li, Cong Chen, Qi Wang, Derik Shi, Mayug Maniparambil, Dominik Müller, Silvan Mertes, Niklas Schröter, Fabio Hellmann, Miriam Elia, Ine Dirks, Matias Nicolas Bossa, Abel Diaz Berenguer, Tanmoy Mukherjee, Jef Vandemeulebroucke, Hichem Sahli, Nikos Deligiannis, Panagiotis Gonidakis, Ngoc Dung Huynh, Imran Razzak, Reda Bouadjenek, Mario Verdicchio, Pasquale Borrelli, Marco Aiello, James A. Meakin, Alexander Lemm, Christoph Russ, Razvan Ionasec, Nikos Paragios, Bram van Ginneken and Marie-Pierre Revel Dubios. 2024. The STOIC2021 COVID-19 AI challenge: applying reusable training methodologies to private data. DOI: 10.1016/j.media.2024.103230
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Daniel Kienzle, Katja Ludwig, Julian Lorenz and Rainer Lienhart. in press. Towards learning monocular 3D object localization from 2D labels using the physical laws of motion. DOI: 10.48550/arXiv.2310.17462
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Robin Schön, Daniel Kienzle and Rainer Lienhart. in press. WSESeg: introducing a dataset for the segmentation of winter sports equipment with a baseline for interactive segmentation.
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2023

Katja Ludwig, Julian Lorenz, Robin Schön and Rainer Lienhart. 2023. All keypoints you need: detecting arbitrary keypoints on the body of triple, high, and long jump athletes. DOI: 10.1109/CVPRW59228.2023.00546
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René Sedlak, Andreas Welscher, Patrick Hannawald, Sabine Wüst, Rainer Lienhart and Michael Bittner. 2023. Analysis of 2D airglow imager data with respect to dynamics using machine learning. DOI: 10.5194/amt-16-3141-2023
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Daniel Kienzle, Julian Lorenz, Robin Schön, Katja Ludwig and Rainer Lienhart. 2023. COVID detection and severity prediction with 3D-ConvNeXt and custom pretrainings. DOI: 10.1007/978-3-031-25082-8_33
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Katja Ludwig, Daniel Kienzle, Julian Lorenz and Rainer Lienhart. 2023. Detecting arbitrary keypoints on limbs and skis with sparse partly correct segmentation masks. DOI: 10.1109/WACVW58289.2023.00051
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Julian Lorenz, Florian Barthel, Daniel Kienzle and Rainer Lienhart. 2023. Haystack: a panoptic scene graph dataset to evaluate rare predicate classes. DOI: 10.1109/ICCVW60793.2023.00013
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Robin Schön, Katja Ludwig and Rainer Lienhart. 2023. Impact of pseudo depth on open world object segmentation with minimal user guidance. DOI: 10.1109/CVPRW59228.2023.00509
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Moritz Einfalt, Katja Ludwig and Rainer Lienhart. 2023. Uplift and upsample: efficient 3D human pose estimation with uplifting transformers. DOI: 10.1109/WACV56688.2023.00292
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2022

Sebastian Scherer, Stephan Brehm and Rainer Lienhart. 2022. Consistency regularization for unsupervised domain adaptation in semantic segmentation. DOI: 10.1007/978-3-031-06427-2_42
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Stephan Brehm, Florian Barthel and Rainer Lienhart. 2022. Controlling 3D objects in 2D image synthesis. DOI: 10.1007/s42979-022-01462-w
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Katja Ludwig, Philipp Harzig and Rainer Lienhart. 2022. Detecting arbitrary intermediate keypoints for human pose estimation with vision transformers. DOI: 10.1109/WACVW54805.2022.00073
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Sebastian Scherer, Robin Schön and Rainer Lienhart. 2022. Pseudo-label noise suppression techniques for semi-supervised semantic segmentation.
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Katja Ludwig, Daniel Kienzle and Rainer Lienhart. 2022. Recognition of freely selected keypoints on human limbs. DOI: 10.1109/CVPRW56347.2022.00397
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Stephan Brehm, Sebastian Scherer and Rainer Lienhart. 2022. Semantically consistent image-to-image translation for unsupervised domain adaptation. DOI: 10.5220/0010786000003116
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Philipp Harzig, Moritz Einfalt and Rainer Lienhart. 2022. Synchronized audio-visual frames with fractional positional encoding for transformers in video-to-text translation. DOI: 10.1109/ICIP46576.2022.9897804
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2021

Katja Ludwig, Sebastian Scherer, Moritz Einfalt and Rainer Lienhart. 2021. Self-supervised learning for human pose estimation in sports. DOI: 10.1109/ICMEW53276.2021.9456000
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Sebastian Scherer, Robin Schön, Katja Ludwig and Rainer Lienhart. 2021. Unsupervised domain extension for nighttime semantic segmentation in urban scenes. DOI: 10.5220/0010551500380047
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2020

Moritz Einfalt and Rainer Lienhart. 2020. Decoupling video and human motion: towards practical event detection in athlete recordings. DOI: 10.1109/CVPRW50498.2020.00454
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Nikolas Klug, Moritz Einfalt, Stephan Brehm and Rainer Lienhart. 2020. Error bounds of projection models in weakly supervised 3D human pose estimation. DOI: 10.1109/3DV50981.2020.00100
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Y. Tian, C. Snoek, J. Wang, Z. Liu, Rainer Lienhart and S. Boll. 2020. Guest editorial: multimedia computing with interpretable machine learning. DOI: 10.1109/tmm.2020.2991292
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Stephan Brehm, Sebastian Scherer and Rainer Lienhart. 2020. High-resolution dual-stage multi-level feature aggregation for single image and video deblurring. DOI: 10.1109/cvprw50498.2020.00237
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Stephan Brehm, Philipp Harzig, Moritz Einfalt and Rainer Lienhart. 2020. Learning segmentation from object color. DOI: 10.1109/mipr49039.2020.00036
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Katja Ludwig, Moritz Einfalt and Rainer Lienhart. 2020. Robust estimation of flight parameters for ski jumpers. DOI: 10.1109/ICMEW46912.2020.9105973
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Philipp Harzig, Moritz Einfalt, Katja Ludwig and Rainer Lienhart. 2020. Transforming Videos to Text (VTT Task) Team: MMCUniAugsburg.
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2019

Philipp Harzig, Yan-Ying Chen, Francine Chen and Rainer Lienhart. 2019. Addressing data bias problems for chest x-ray image report generation.
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Philipp Harzig, Moritz Einfalt and Rainer Lienhart. 2019. Automatic disease detection and report generation for gastrointestinal tract examinations. DOI: 10.1145/3343031.3356066
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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. 2019. Frame-level event detection in athletics videos with pose-based convolutional sequence networks. DOI: 10.1145/3347318.3355525
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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
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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
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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
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Dan Zecha, Moritz Einfalt and Rainer Lienhart. 2019. Refining joint locations for human pose tracking in sports videos. DOI: 10.1109/CVPRW.2019.00308
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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
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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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Christian X. Ries, Fabian Richter and Rainer Lienhart. 2016. Towards automatic bounding box annotations from weakly labeled images. DOI: 10.1007/s11042-014-2434-z
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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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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. A kinematic model for Bayesian tracking of cyclic human motion. DOI: 10.1117/12.838788
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Christian X. Ries and Rainer Lienhart. 2010. Automatic pose initialization of swimmers in videos.
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Christian X. Ries and Rainer Lienhart. 2010. Automatic pose initialization of swimmers in videos. DOI: 10.1117/12.838727
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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.
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Thomas Greif and Rainer Lienhart. 2009. An annotated data set for pose estimation of swimmers.
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Thomas Greif and Rainer Lienhart. 2009. Automatische Schwimmerverfolgung und Segmentierung.
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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.
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Rainer Lienhart, Stefan Romberg and Eva Hörster. 2009. Multilayer pLSA for Multimodal Image Retrieval.
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Stefan Romberg, Eva Hörster and Rainer Lienhart. 2009. Multimodal pLSA on Visual Features and Tags.
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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.
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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
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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
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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. 2007. 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.
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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
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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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E. Hörster and Rainer Lienhart. 2006. On the optimal placement of multiple visual sensors. DOI: 10.1145/1178782.1178800
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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. 2005. Audio Brush: Editing Audio in the Spectrogram.
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Eva Hörster, Rainer Lienhart, Wolfgang Kellermann and Jean-Yves Bouguet. 2005. Calibration of Visual Sensors and Actuators in Distributed Computing Platforms.
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C. Gregor van den Boogaart and Rainer Lienhart. 2005. 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
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Eva Hörster, Rainer Lienhart, Wolfgang Kellermann and Jean-Yves Bouguet. 2005. Precise Visibility Determination of Displays in Camera Images.
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Bob Davies and Rainer Lienhart. 2005. Using Cart to Segment Road Images.
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C. Gregor van den Boogaart and Rainer Lienhart. 2005. Visual Audio: An Interactive Tool for Analyzing and Editing of Audio in the Spectrogram.
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2003

Rainer Lienhart and J. Maydt. 2003. An extended set of Haar-like features for rapid object detection. DOI: 10.1109/icip.2002.1038171
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Rainer Lienhart, Alexander Kuranov and Vadim Pisarevsky. 2003. Empirical analysis of detection cascades of boosted classifiers for rapid object detection. DOI: 10.1007/978-3-540-45243-0_39
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Rainer Lienhart. 2003. Video OCR: a survey and practitioner's guide. DOI: 10.1007/978-1-4757-6928-9_6
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2002

Rainer Lienhart and A. Wernicke. 2002. Localizing and segmenting text in images and videos. DOI: 10.1109/76.999203
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1999

Rainer Lienhart. 1999. Comparison of automatic shot boundary detection algorithms. DOI: 10.1117/12.333848
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1997

Rainer Lienhart, Silvia Pfeiffer and Wolfgang Effelsberg. 1997. Video abstracting. DOI: 10.1145/265563.265572
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