Contact

Dr. Stefan Harmeling

Address: Spemannstr. 38
72076 Tübingen
Room number: 207
Phone: +49 7071 601 1556
Fax: +49 7071 601 552
E-Mail: stefan.harmeling
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Picture of Harmeling, Stefan, Dr.

Stefan Harmeling

Position: Group Leader  Unit: Schölkopf

A detailed overview of my research can be found on my homepage.

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Articles (17):

Zscheischler J Person, Mahecha MD , v Buttlar J , Harmeling S Person, Jung M , Rammig A , Randerson JT , Schölkopf B Person, Seneviratne SI , Tomelleri E , Zaehle S and Reichstein M (2014) A few extreme events dominate global interannual variability in gross primary production Environmental Research Letters 9(3) 035001.
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Zscheischler J Person, Reichstein M , Harmeling S Person, Rammig A , Tomelleri E and Mahecha MD (2014) Extreme events in gross primary production: a characterization across continents Biogeosciences 11 2909-2924.
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Zscheischler J Person, Mahecha MD , Harmeling S Person and Reichstein M (2013) Detection and attribution of large spatiotemporal extreme events in Earth observation data Ecological Informatics 15 66-73.
Burger HC Person, Schuler CJ Person and Harmeling S Person (2012) Image denoising with multi-layer perceptrons, part 1: comparison with existing algorithms and with bounds . submitted
Burger HC Person, Schuler CJ Person and Harmeling S Person (2012) Image denoising with multi-layer perceptrons, part 2: training trade-offs and analysis of their mechanisms . submitted
Kitching T , Amara A , Gill M , Harmeling S Person, Heymans C , Massey R , Rowe B , Schrabback T , Voigt L , Balan S , Bernstein G , Bethge M Person, Bridle S , Courbin F , Gentile M , Heavens A , Hirsch M Person, Hosseini R Person, Kiessling A , Kirk D , Kuijken K , Mandelbaum R , Moghaddam B , Nurbaeva G , Paulin-Henriksson S , Rassat A , Rhodes J , Schölkopf B Person, Shawe-Taylor J , Shmakova M , Taylor A , Velander M , van Waerbeke L , Witherick D and Wittman D (2011) Gravitational Lensing Accuracy Testing 2010 (GREAT10) Challenge Handbook Annals of Applied Statistics 5(3) 2231-2263.
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Hirsch M Person, Harmeling S Person, Sra S Person and Schölkopf B Person (2011) Online Multi-frame Blind Deconvolution with Super-resolution and Saturation Correction Astronomy & Astrophysics 531(A9) 11 pages.
Harmeling S Person and Williams CK (2011) Greedy Learning of Binary Latent Trees IEEE Transactions on Pattern Analysis and Machine Intelligence 33(6) 1087-1097.
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Bridle S , Balan ST , Bethge M Person, Gentile M , Harmeling S Person, Heymans C , Hirsch M Person, Hosseini R Person, Jarvis M , Kirk D , Kitching T , Kuijken K , Lewis A , Paulin-Henriksson S , Schölkopf B Person, Velander M , Voigt L , Witherick D , Amara A , Bernstein G , Courbin F , Gill M , Heavens A , Mandelbaum R , Massey R , Moghaddam B , Rassat A , Refregier A , Rhodes J , Schrabback T , Shawe-Taylor J , Shmakova M , van Waerbeke L and Wittman D (2010) Results of the GREAT08 Challenge: An image analysis competition for cosmological lensing Monthly Notices of the Royal Astronomical Society 405(3) 2044-2061.
Baehrens D , Schroeter T , Harmeling S Person, Kawanabe M , Hansen K and Müller K-R Person (2010) How to Explain Individual Classification Decisions Journal of Machine Learning Research 11 1803-1831.
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Harmeling S Person (2009) Inferring textual entailment with a probabilistically sound calculus Natural Language Engineering 15(4) 459-477.
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Harmeling S Person, Dornhege G , Tax D , Meinecke F and Müller K-R Person (2006) From outliers to prototypes: Ordering data Neurocomputing 69(13-15) 1608-1618.
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Meinecke F , Harmeling S Person and Müller K-R Person (2005) Inlier-based ICA with an application to superimposed images International Journal of Imaging Systems and Technology 15(1) 48-55.
Oja E , Harmeling S Person and Almeida L (2004) Independent component analysis and beyond Signal Processing 84(2) 215-216.
Harmeling S Person, Meinecke F and Müller K-R Person (2004) Injecting noise for analysing the stability of ICA components Signal Processing 84(2) 255-266.
Ziehe A , Kawanabe M , Harmeling S Person and Müller K-R Person (2003) Blind separation of post-nonlinear mixtures using linearizing transformations and temporal decorrelation Journal of Machine Learning Research 4(7-8) 1319-1338.
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Harmeling S Person, Ziehe A , Kawanabe M and Müller K-R Person (2003) Kernel-based nonlinear blind source separation Neural Computation 15(5) 1089-1124.
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Conference papers (26):

Schuler CJ Person, Burger HC Person, Harmeling S Person and Schölkopf B Person (2013) A machine learning approach for non-blind image deconvolution IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2013), 1067-1074.
Grosse-Wentrup M Person, Harmeling S Person, Zander T Person, Hill J Person and Schölkopf B Person (2013) How to Test the Quality of Reconstructed Sources in Independent Component Analysis (ICA) of EEG/MEG Data In: Proceedings of the 3rd International Workshop on Pattern Recognition in NeuroImaging (PRNI 2013), 3rd International Workshop on Pattern Recognition in NeuroImaging (PRNI 2013), IEEE Xplore Digital Library, 102-105.
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Köhler R Person, Hirsch M Person, Schölkopf B Person and Harmeling S Person (2013) Improving alpha matting and motion blurred foreground estimation IEEE Conference on Image Processing (ICIP 2013).
Harmeling S Person, Hirsch M Person and Schölkopf B Person (2013) On a link between kernel mean maps and Fraunhofer diffraction, with an application to super-resolution beyond the diffraction limit IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2013). accepted
Zscheischler J Person, Mahecha MD and Harmeling S Person (2012) Climate classifications: the value of unsupervised clustering In: Procedia Computer Science Volume 9, (Ed) H. Ali, Y. Shi, D. Khazanchi, M. Lees, G.D. van Albada, J. Dongarra, P.M.A. Sloot, J. Dongarra, International Conference on Computational Science (ICCS 2012), Elsevier, Amsterdam, Netherlands, 897-906.
Burger HC Person, Schuler CJ Person and Harmeling S Person (2012) Image denoising: Can plain Neural Networks compete with BM3D? 25th IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2012), 2392 - 2399.
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Schuler CJ Person, Hirsch M Person, Harmeling S Person and Schölkopf B Person (2012) Blind Correction of Optical Aberrations In: Computer Vision - ECCV 2012, LNCS Vol. 7574, (Ed) S Lazebnik A Fitzgibbon and C Schmid, 12th IEEE European Conference on Computer Vision (ECCV 2012), Springer, Berlin, Germany, 187-200.
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Köhler R Person, Hirsch M Person, Mohler B Person, Schölkopf B Person and Harmeling S Person (2012) Recording and Playback of Camera Shake: Benchmarking Blind Deconvolution with a Real-World Database In: Computer Vision - ECCV 2012, LNCS Vol. 7578, (Ed) A Fitzgibbon, S Lazebnik, P Perona, Y Sato and C Schmid, 12th European Conference on Computer Vision (ECCV 2012), Springer, Berlin, Germany, 27-40.
Hirsch M Person, Schuler CJ Person, Harmeling S Person and Schölkopf B Person (2011) Fast removal of non-uniform camera shake (Ed) DN Metaxas, L Quan, A Sanfeliu and LJ Van Gool, 13th IEEE International Conference on Computer Vision (ICCV 2011), IEEE, Piscataway, NJ, USA, 463-470.
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Schuler CJ Person, Hirsch M Person, Harmeling S Person and Schölkopf B Person (2011) Non-stationary correction of optical aberrations (Ed) DN Metaxas, L Quan, A Sanfeliu and LJ Van Gool, 13th IEEE International Conference on Computer Vision (ICCV 2011), IEEE, Piscataway, NJ, USA, 659-666.
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Loktyushin A Person and Harmeling S Person (2011) Automatic foreground-background refocusing (Ed) Macq, B. , P. Schelkens, 18th IEEE International Conference on Image Processing (ICIP 2011), IEEE, Piscataway, NJ, USA, 3445-3448.
Burger HC Person and Harmeling S Person (2011) Improving Denoising Algorithms via a Multi-scale Meta-procedure In: Pattern Recognition, (Ed) Mester, R. , M. Felsberg, 33rd DAGM Symposium, Springer, Berlin, Germany, 206-215.
Burger HC Person, Schölkopf B Person and Harmeling S Person (2011) Removing noise from astronomical images using a pixel-specific noise model (Ed) H Lensch, SL Narasimhan and ME Testorf, IEEE International Conference on Computational Photography (ICCP 2011), IEEE, Piscataway, NJ, USA, 8 pages.
Harmeling S Person, Sra S Person, Hirsch M Person and Schölkopf B Person (2010) Multiframe Blind Deconvolution, Super-Resolution, and Saturation Correction via Incremental EM 17th International Conference on Image Processing (ICIP 2010), IEEE, Piscataway, NJ, USA, 3313-3316.
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Hirsch M Person, Sra S Person, Schölkopf B Person and Harmeling S Person (2010) Efficient Filter Flow for Space-Variant Multiframe Blind Deconvolution In: Proceedings of the 23rd IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2010, IEEE, Piscataway, NJ, USA, 607-614.
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Harmeling S Person, Hirsch M Person and Schölkopf B Person (2010) Space-Variant Single-Image Blind Deconvolution for Removing Camera Shake In: Advances in Neural Information Processing Systems 23, (Ed) J Lafferty, CKI Williams, J Shawe-Taylor, RS Zemel and A Culotta, 24th Annual Conference on Neural Information Processing Systems (NIPS 2010), Curran, Red Hook, NY, USA, 829-837.
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Lampert CH Person, Nickisch H Person and Harmeling S Person (2009) Learning To Detect Unseen Object Classes by Between-Class Attribute Transfer In: CVPR 2009, IEEE Computer Society Conference on Computer Vision and Pattern Recognition, IEEE Service Center, Piscataway, NJ, USA, 951-958.
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Harmeling S Person, Hirsch M Person, Sra S Person and Schölkopf B Person (2009) Online blind deconvolution for astronomical imaging First IEEE International Conference on Computational Photography (ICCP 2009), IEEE, Piscataway, NJ, USA, 1-7.
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Harmeling S Person (2007) An Extensible Probabilistic Transformation-based Approach to the Third Recognizing Textual Entailment Challenge In: TextEntail 2007, ACL-PASCAL Workshop on Textual Entailment and Paraphrasing, 137-142.
Meinecke F , Harmeling S Person and Müller K-R Person (2004) Robust ICA for Super-Gaussian Sources In: ICA 2004, (Ed) Puntonet, C. G., A. Prieto, Fifth International Conference on Independent Component Analysis and Blind Signal Separation, Springer, Berlin, Germany, 217-224.
Honkela A , Harmeling S Person, Lundqvist L and Valpola H (2004) Using kernel PCA for Initialisation of Variational Bayesian Nonlinear Blind Source Separation Method In: ICA 2004, (Ed) Puntonet, C. G., A. Prieto, Fifth International Conference on Independent Component Analysis and Blind Signal Separation, Springer, Berlin, Germany, 790-797.
Harmeling S Person, Meinecke F and Müller K-R Person (2003) Analysing ICA component by injection noise In: ICA 2003, (Ed) Amari, S.-I. , A. Cichocki, S. Makino, N. Murata, 4th International Symposium on Independent Component Analysis and Blind Signal Separation, 149-154.
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Ziehe A , Kawanabe M , Harmeling S Person and Müller K-R Person (2003) Blind separation of post-nonlinear mixtures using gaussianizing transformations and temporal decorrelation In: ICA 2003, (Ed) Amari, S.-I. , A. Cichocki, S. Makino, N. Murata, 4th International Symposium on Independent Component Analysis and Blind Signal Separation, 269-274.
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Harmeling S Person, Ziehe A , Kawanabe M and Müller K-R Person (2002) Kernel feature spaces and nonlinear blind source separation In: Advances in Neural Information Processing Systems 14, (Ed) Dietterich, T. G., S. Becker, Z. Ghahramani, Fifteenth Annual Neural Information Processing Systems Conference (NIPS 2001), MIT Press, Cambridge, MA, USA, 761-768.
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Harmeling S Person, Ziehe A , Kawanabe M , Blankertz B and Müller K-R Person (2001) Nonlinear blind source separation using kernel feature spaces In: ICA 2001, (Ed) Lee, T.-W. , T.P. Jung, S. Makeig, T. J. Sejnowski, Third International Workshop on Independent Component Analysis and Blind Signal Separation, 102-107.
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Ziehe A , Kawanabe M , Harmeling S Person and Müller K-R Person (2001) Separation of post-nonlinear mixtures using ACE and temporal decorrelation In: ICA 2001, (Ed) Lee, T.-W. , T.P. Jung, S. Makeig, T. J. Sejnowski, Third International Workshop on Independent Component Analysis and Blind Signal Separation, 433-438.
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Contributions to books (2):

Toussaint M , Storkey A and Harmeling S Person: Expectation-Maximization methods for solving (PO)MDPs and optimal control problems, -. In: Inference and Learning in Dynamic Models, (Ed) Barber, D. , A.T. Cemgil, S. Chiappa, Cambridge University Press, Cambridge, UK, (2012). in press
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Harmeling S Person: Solving Satisfiability Problems with Genetic Algorithms, 206-213. In: Genetic Algorithms and Genetic Programming at Stanford 2000, (Ed) Koza, J. R., Stanford Bookstore, Stanford, CA, USA, (2000).
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Technical reports (9):

Schuler CJ Person, Hirsch M Person, Harmeling S Person and Schölkopf B Person: Non-stationary Correction of Optical Aberrations, 1, Max Planck Institute for Intelligent Systems, Tübingen, Germany, (2011).
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Harmeling S Person, Sra S Person, Hirsch M Person and Schölkopf B Person: An Incremental GEM Framework for Multiframe Blind Deconvolution, Super-Resolution, and Saturation Correction, 187, Max Planck Institute for Biological Cybernetics, Tübingen, Germany, (2009).
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Hirsch M Person, Sra S Person, Schölkopf B Person and Harmeling S Person: Efficient Filter Flow for Space-Variant Multiframe Blind Deconvolution, 188, Max Planck Institute for Biological Cybernetics, Tübingen, Germany, (2009).
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Harmeling S Person and Toussaint M : Bayesian Estimators for Robins-Ritov’s Problem, EDI-INF-RR-1189, School of Informatics, University of Edinburgh, (2007).
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Harmeling S Person: Exploring model selection techniques for nonlinear dimensionality reduction, EDI-INF-RR-0960, School of Informatics, University of Edinburgh, (2007).
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