| Content | Code |
| Learning Natural Image Structure with a Horizonal Product Model (with Urs Köster, Michael Gutmann and Aapo Hyvärinen). ICA 2009.
|
preprint
|
- |
| Estimating Markov Random Field Potentials for Natural Images (with Urs Köster and Aapo Hyvärinen). ICA 2009.
|
preprint
|
- |
| Learning Nonlinear Visual Processing from Natural Images. PhD thesis, Department of Computer Science, Report A-2008-5, 2008.
|
pdf
|
- |
| Spatial dependencies between local luminance and contrast in natural images (with Jarmo Hurri and Aapo Hyvärinen). Journal of Vision, 8(12):6, p. 1-13, 2008.
|
link
|
- |
| On the learning of nonlinear visual features from natural images
by optimizing response energies (with Aapo Hyvärinen).
Proc. International Joint Conference on Neural Networks (IJCNN'08),
pp. 1027--1034, 2008.
|
preprint
slides
|
v1.0
|
| Unsupervised learning of dependencies between local
luminance and contrast in natural images (with Jarmo Hurri
and Aapo Hyvärinen).
Proc. International Joint Conference on Neural Networks (IJCNN'08),
pp. 357--363, 2008.
|
preprint
slides
|
- |
| The statistical properties of local log-contrast in natural images (with Jarmo Hurri and Aapo Hyvärinen). Proc. 15th Scandinavian Conference on Image Analysis
(SCIA), pp. 354-363, 2007.
|
preprint
poster
|
- |
| Emergence of conjunctive visual features by quadratic independent component analysis (with Aapo Hyvärinen). Advances in Neural Information Processing Systems, NIPS, 2006. |
preprint
poster
|
v1.0 |
| Online Learning of Discriminative Patterns from Unlimited Sequences of Candidates (with Ilkka Autio). Proc. 18th International Conference on Pattern Recognition, ICPR, 2006. |
preprint
slides
|
v1.0 |
| Attention-driven Parts-Based Object Recognition (with Ilkka Autio). Proc. 16th European Conference on Artificial Intelligence, ECAI, pp. 917-921, 2004. |
preprint |
v1.0 |
| Learning High-Level Independent Components of Images Through a Spectral Representation (with Aapo Hyvärinen). Proc. 17th International Conference on Pattern Recognition, ICPR, volume 2, pp. 72-75, 2004. |
preprint |
v1.0 |
| Applying machine learning methods in studying relationships between mouthfeel and microstructure in oat bread (with M. Salmenkallio-Marttila, K. Roininen, J. Rousu, K. Autio and L. Lähteenmäki). Journal of Texture Studies 35, p. 225-250, 2004. |
link |
- |
| Discriminant Analysis in Artificiality Detection, 2004, unsubmitted manuscript |
pdf |
v1.0 |
| An Encoding for Censorship-resistant sharing (with K. Bennett, C. Grothoff and T. Horozov), technical report, 2003-2005 |
ps |
link |
| Stochastic Swarms of Approximative Gnats, 2003, unsubmitted manuscript |
pdf |
- |
| Microscopy image analysis of bread using machine learning methods (with Juho Rousu), Technical Report C-2002-68, Department of Computer Science, University of Helsinki, 2002 |
pdf |
- |
| Experiments with Projection Learning (with Tapio Elomaa), 5th international conference on Discovery Science, pp. 127-140, 2002. |
link |
- |
| Detecting Artificiality with Support Vector Machines, 2002, unsubmitted manuscript |
pdf |
- |
