Quick Links
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 |
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.
Articles (3): | |
|---|---|
| • |
Hennig P  and Schuler CJ (2012) Entropy Search for Information-Efficient Global Optimization
Journal of Machine Learning Research 13 1809-1837. 
|
| • |
Burger HC , Schuler CJ and Harmeling S (2012) Image denoising with multi-layer perceptrons, part 1: comparison with existing algorithms and with bounds
. submitted
|
| • |
Burger HC , Schuler CJ and Harmeling S (2012) Image denoising with multi-layer perceptrons, part 2: training trade-offs and analysis of their mechanisms
. submitted
|
Conference papers (5): | |
| • |
Schuler C , Burger HC , Harmeling S and Schölkopf B (2013) A machine learning approach for image deconvolution
IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2013).
accepted |
| • |
Burger HC , Schuler CJ and Harmeling S (2012) Image denoising: Can plain Neural Networks compete with BM3D?
25th IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2012), 2392 - 2399.
|
| • |
Schuler CJ , Hirsch M , Harmeling S and Schölkopf B (2012) Blind Correction of Optical Aberrations
In: Computer Vision - ECCV 2012, LNCS Vol. 7574, (Ed) and , 12th IEEE European Conference on Computer Vision (ECCV 2012), Springer, Berlin, Germany, 187-200.
|
| • |
Hirsch M , Schuler CJ , Harmeling S and Schölkopf B (2011) Fast removal of non-uniform camera shake
(Ed) , , and , 13th IEEE International Conference on Computer Vision (ICCV 2011), IEEE, Piscataway, NJ, USA, 463-470.
|
| • |
Schuler CJ , Hirsch M , Harmeling S and Schölkopf B (2011) Non-stationary correction of optical aberrations
(Ed) , , and , 13th IEEE International Conference on Computer Vision (ICCV 2011), IEEE, Piscataway, NJ, USA, 659-666.
|
Technical reports (1): | |
| • |
Schuler CJ , Hirsch M , Harmeling S and Schölkopf B : Non-stationary Correction of Optical Aberrations, 1, Max Planck Institute for Intelligent Systems, Tübingen, Germany, (2011).
|