Contact

Christian Schuler

Address: Spemannstr. 38
72076 Tübingen
Room number: 203
Phone: +49 7071 601 531
Fax: +49 7071 601 552
E-Mail: christian.schuler
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Christian Schuler

Position: PhD Student  Unit: Alumni Schölkopf

I work on empirical inference on image data. Taking a photo is a measurement process, which can be affected by different types of errors. This includes motion blur, optical aberrations, and noise.

With prior knowledge of both the typical image content and the source of corruption, the measurement error can be removed to a large extent. In particular, I'm interested in using machine learning techniques to extract and model this prior knowledge.

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Articles (3):

Hennig P Person and Schuler CJ Person (2012) Entropy Search for Information-Efficient Global Optimization Journal of Machine Learning Research 13 1809-1837.
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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

Conference papers (7):

Köhler R Person, Schuler C Person, Schölkopf B Person and Harmeling S Person (2014) Mask-Specific Inpainting with Deep Neural Networks In: Pattern Recognition, (Ed) X Jiang, J Hornegger and R Koch, GCPR 2014, Springer International Publishing, 523-534.
Kiefel M Person, Schuler CH Person and Hennig P Person (2014) Probabilistic Progress Bars 36th German Conference on Pattern Recognition (GCPR) 2014. accepted
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.
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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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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Technical reports (1):

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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