2011
Recovering Intrinsic Images with a Global Sparsity Prior on Reflectance
(pdf,webpage/code)
P.V. Gehler and C. Rother and M.
Kiefel, and L. Zhang, and B.Schölkopf
NIPS 2011
Branch&Rank: Non-Linear Object Detection
(pdf,slides,videolectures)
A.D. Lehmann
and P.V. Gehler
and L. VanGool
BMVC 2011 (oral , Best Impact Paper Prize)
Learning Output Kernels with Block Coordinate Descent
(pdf,software
and data)
F. Dinuzzo
and C.S.Ong
and P.V. Gehler
and G.Pillonetto
ICML 2011
2010
Visibility Maps for Improving Seam Carving
(pdf,
website)
A. Mansfield
and P.V. Gehler
and L. Van Gool
and C. Rother,
ECCV Workshop on Media Retargeting 2010
Scene Carving - Scene Consistent Image Retargeting
(pdf,
supplementary,
bibtex,
website)
A. Mansfield
and P.V. Gehler
and L. Van Gool
and C. Rother,
ECCV 2010
On Parameter Learning in CRF-based Approaches to Object
Class Image Segmentation
(pdf,
supplementary)
S.Nowozin
and P.V. Gehler
and C.H. Lampert
ECCV 2010
2009
Kernel Learning Approaches for Image
Classification
(pdf,
bibtex)
P.V.Gehler, PhD thesis, Saarland University
An introduction to Kernel Learning Algorithms
(book webpage,
bibtex)
P.V.Gehler
and B.Schölkopf
Book chapter
in Kernel Methods for Remote Sensing Data Analysis
On Feature Combination for Multiclass Object Classification
(pdf,
bibtex,
project page/code)
P.V.Gehler and
S.Nowozin
ICCV 2009 (oral)
Let the Kernel Figure it Out: Principled
Learning of Pre-processing for Kernel Classifiers,
(pdf,
bibtex)
P.V.Gehler
and S.Nowozin
CVPR 2009
2008
Infinite Kernel Learning,
(pdf
bibtex
project page/code)
P.V.Gehler
and S.Nowozin,
NIPS 2008 Workshop on "Kernel Learning: Automatic Selection of Optimal Kernels"
Bayesian Color Constancy Revisited,
(pdf,
bibtex
project
page/code)
P.V.Gehler, C. Rother,
A. Blake,
T. Minka
and T. Sharp
CVPR 2008
Infinite Kernel Learning,
(pdf,
bibtex
project page/code)
P.V.Gehler
and S.Nowozin
MPI Technical Report 178, Oct.2008
2007
Deterministic Annealing for Multiple-Instance
Learning,
(pdf,
bibtex
project page/code)
P.V.Gehler
and O.Chapelle
AISTATS 2007
2006
How to choose the covariance for Gaussian process
regression independently of the basis,
(pdf,
bibtex,
project page/code)
M.O.Franz
and P.V.Gehler
Gaussian Processes in Practice Workshop
The Rate Adapting Poisson Model for Information
Retrieval and Object Recognition,
(pdf,
bibtex,
website)
P.V.Gehler, A.D.Holub and M.Welling,
ICML 2006
Implicit Wiener Series, Part II: Regularised
estimation,
(pdf
bibtex)
P.V.Gehler
and M.O.Franz,
MPI Technical Report 148, Nov 2006
2005
Product of Edge-Perts,
(pdf
bibtex
project page/code)
P.V.Gehler
and M.Welling
NIPS 2005