@article {Kappes2015,
title = {A Comparative Study of Modern Inference Techniques for Structured Discrete Energy Minimization Problems},
journal = {Int.~J.~Comp.~Vision},
year = {2015},
note = {in press (preprint: arXiv:1404.0533)},
author = {J{\"o}rg H. Kappes and Bj{\"o}rn Andres and Fred A. Hamprecht and Christoph Schn{\"o}rr and Nowozin, S. and Dhruv Batra and Kim, S. and Bernhard X. Kausler and Thorben Kr{\"o}ger and Lellmann, J. and Komodakis, N. and Savchynskyy, B. and Carsten Rother}
}
@article {kappes_15_comparative,
title = {A Comparative Study of Modern Inference Techniques for Structured Discrete Energy Minimization Problems},
journal = {International Journal of Computer Vision},
year = {2015},
note = {1},
pages = {1-30},
doi = {10.1007/s11263-015-0809-x},
author = {J{\"o}rg H. Kappes and Bj{\"o}rn Andres and Fred A. Hamprecht and Christoph Schn{\"o}rr and Nowozin, S. and Dhruv Batra and Kim, S. and Bernhard X. Kausler and Thorben Kr{\"o}ger and Lellmann, J. and Komodakis, N. and Savchynskyy, B. and Carsten Rother}
}
@conference {beier_15_fusion,
title = {Fusion Moves for Correlation Clustering},
booktitle = {CVPR. Proceedings},
year = {2015},
note = {1},
pages = {3507-3516},
author = {Thorsten Beier and Fred A. Hamprecht and J{\"o}rg H. Kappes}
}
@conference {Kappes2015a,
title = {Probabilistic Correlation Clustering and Image Partitioning Using Perturbed Multicuts},
booktitle = {Proc.~SSVM},
year = {2015},
publisher = {Springer},
organization = {Springer},
author = {J{\"o}rg H. Kappes and Swoboda, P. and Savchynskyy, B. and Hazan, T. and Christoph Schn{\"o}rr}
}
@conference {Kappes2015b,
title = {TomoGC: Binary Tomography by Constrained Graph Cuts},
booktitle = {Proc.~GCPR},
year = {2015},
author = {J{\"o}rg H. Kappes and Stefania Petra and Christoph Schn{\"o}rr and M. Zisler}
}
@conference {kroeger_14_asymmetric,
title = {Asymmetric Cuts: Joint Image Labeling and Partitioning},
booktitle = {Pattern Recognition - 36th German Conference, {GCPR} 2014, M{\"u}nster, Germany, September 2-5, 2014, Proceedings},
year = {2014},
doi = {10.1007/978-3-319-11752-2_16},
url = {http://dx.doi.org/10.1007/978-3-319-11752-2_16},
author = {Thorben Kr{\"o}ger and J{\"o}rg H. Kappes and Thorsten Beier and Ullrich K{\"o}the and Fred A. Hamprecht}
}
@article {kappes_14_comparative,
title = {A Comparative Study of Modern Inference Techniques for Structured
Discrete Energy Minimization Problems},
journal = {CoRR},
year = {2014},
note = {1},
url = {http://arxiv.org/abs/1404.0533},
author = {J{\"o}rg H. Kappes and Bj{\"o}rn Andres and Fred A. Hamprecht and Christoph Schn{\"o}rr and Nowozin, S. and Dhruv Batra and Kim, S. and Bernhard X. Kausler and Thorben Kr{\"o}ger and Lellmann, J. and Komodakis, N. and Savchynskyy, B. and Carsten Rother}
}
@article {kappes-1014-bench-arxiv,
title = {A Comparative Study of Modern Inference Techniques for Structured Discrete Energy Minimization Problems},
journal = {CoRR},
volume = {abs/1404.0533},
year = {2014},
url = {http://hci.iwr.uni-heidelberg.de/opengm2/},
author = {J{\"o}rg H. Kappes and Bj{\"o}rn Andres and Fred A. Hamprecht and Christoph Schn{\"o}rr and Nowozin, Sebastian and Dhruv Batra and Kim, Sungwoong and Bernhard X. Kausler and Thorben Kr{\"o}ger and Lellmann, Jan and Komodakis, Nikos and Savchynskyy, Bogdan and Carsten Rother}
}
@conference {beier_14_cut,
title = {Cut, Glue and Cut: A Fast, Approximate Solver for Multicut Partitioning},
booktitle = {2014 {IEEE} Conference on Computer Vision and Pattern Recognition, {CVPR} 2014, Columbus, OH, USA, June 23-28, 2014},
year = {2014},
doi = {10.1109/CVPR.2014.17},
url = {http://dx.doi.org/10.1109/CVPR.2014.17},
author = {Thorsten Beier and Thorben Kr{\"o}ger and J{\"o}rg H. Kappes and Ullrich K{\"o}the and Fred A. Hamprecht}
}
@conference {kappes_14_map,
title = {MAP-Inference on Large Scale Higher-Order Discrete Graphical Models by Fusion Moves},
booktitle = {Computer Vision - {ECCV} 2014 Workshops - Zurich, Switzerland, September 6-7 and 12, 2014, Proceedings, Part {II}},
year = {2014},
doi = {10.1007/978-3-319-16181-5_37},
url = {http://dx.doi.org/10.1007/978-3-319-16181-5_37},
author = {J{\"o}rg H. Kappes and Thorsten Beier and Christoph Schn{\"o}rr}
}
@article {swoboda_14_partial,
title = {Partial Optimality by Pruning for MAP-inference with General GraphicalModels},
year = {2014},
pages = {1170-1177},
doi = {10.1109/CVPR.2014.153},
author = {Swoboda, P. and Savchynskyy, B. and J{\"o}rg H. Kappes and Christoph Schn{\"o}rr}
}
@conference {Swoboda-2014,
title = {Partial Optimality by Pruning for MAP-inference with General Graphical Models},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition 2014},
year = {2014},
author = {Swoboda, Paul and Savchynskyy, Bogdan and J{\"o}rg H. Kappes and Christoph Schn{\"o}rr}
}
@conference {kappes_13_comparative,
title = {A Comparative Study of Modern Inference Techniques for Discrete Energy Minimization Problems},
booktitle = {CVPR 2013. Proceedings},
year = {2013},
note = {1},
doi = {10.1109/CVPR.2013.175},
author = {J{\"o}rg H. Kappes and Bj{\"o}rn Andres and Fred A. Hamprecht and Christoph Schn{\"o}rr and Nowozin, S. and Dhruv Batra and Sungwoong, K. and Bernhard X. Kausler and Lellmann, J. and Komodakis, N. and Carsten Rother}
}
@conference {Kappes-2013-benchmark,
title = {A Comparative Study of Modern Inference Techniques for Discrete Energy Minimization Problem},
booktitle = {CVPR},
year = {2013},
author = {J{\"o}rg H. Kappes and Bj{\"o}rn Andres and Fred A. Hamprecht and Christoph Schn{\"o}rr and Nowozin, Sebastian and Dhruv Batra and Kim, Sungwoong and Bernhard X. Kausler and Lellmann, Jan and Komodakis, Nikos and Carsten Rother}
}
@conference {SavchynskyyNIPS2013,
title = {Global MAP-Optimality by Shrinking the Combinatorial Search Area with Convex Relaxation},
booktitle = {NIPS},
year = {2013},
note = {Accepted},
author = {Savchynskyy, Bogdan and J{\"o}rg H. Kappes and Swoboda, Paul and Christoph Schn{\"o}rr}
}
@conference {savchynskyy_13_global,
title = {Global MAP-Optimality by Shrinking the Combinatorial Search Area
with Convex Relaxation},
booktitle = {NIPS. Proceedings},
year = {2013},
note = {1},
pages = {1950-1958},
author = {Savchynskyy, B. and J{\"o}rg H. Kappes and Swoboda, P. and Christoph Schn{\"o}rr}
}
@booklet {Kappes-2013-multicut,
title = {Higher-order Segmentation via Multicuts},
howpublished = {ArXiv e-prints},
year = {2013},
author = {J{\"o}rg H. Kappes and Speth, Markus and Reinelt, Gerhard and Christoph Schn{\"o}rr}
}
@conference {swoboda_13_partial,
title = {Partial Optimality via Iterative Pruning for the Potts Model},
booktitle = {Proceedings of the 4th International Conference on Scale Space and
Variational Methods in Computer Vision SSVM},
number = {7893},
year = {2013},
note = {1},
pages = {477-488},
doi = {10.1007/978-3-642-38267-3_40},
author = {Swoboda, P. and Savchynskyy, B. and J{\"o}rg H. Kappes and Christoph Schn{\"o}rr}
}
@conference {SwobodaSSVM13,
title = {Partial Optimality via Iterative Pruning for the Potts Model},
booktitle = {Scale Space and Variational Methods (SSVM 2013)},
year = {2013},
author = {Paul Swoboda and Bogdan Savchynskyy and J{\"o}rg H. Kappes and Christoph Schn{\"o}rr}
}
@conference {SwobodaSSVM13,
title = {Partial Optimality via Iterative Pruning for the Potts Model},
booktitle = {Scale Space and Variational Methods (SSVM 2013)},
year = {2013},
author = {Swoboda, Paul and Savchynskyy, Bogdan and J{\"o}rg H. Kappes and Christoph Schn{\"o}rr}
}
@conference {swoboda_13_persistency,
title = {Persistency by Pruning for General Graphical Models},
booktitle = {submitted to NIPS 2013.},
year = {2013},
author = {Swoboda, P. and Savchynskyy, B. and J{\"o}rg H. Kappes and Christoph Schn{\"o}rr}
}
@conference {Kappes-2013,
title = {Towards Efficient and Exact MAP-Inference for Large Scale Discrete Computer Vision Problems via Combinatorial Optimization},
booktitle = {CVPR},
year = {2013},
author = {J{\"o}rg H. Kappes and Speth, Markus and Reinelt, Gerhard and Christoph Schn{\"o}rr}
}
@conference {Kappes-2013,
title = {Towards Efficient and Exact MAP-Inference for Large Scale Discrete Computer Vision Problems via Combinatorial Optimization},
booktitle = {CVPR},
year = {2013},
author = {J{\"o}rg H. Kappes and Markus Speth and Gerhard Reinelt and Christoph Schn{\"o}rr}
}
@article {becker_13_variational,
title = {Variational Recursive Joint Estimation of Dense Scene Structure and
Camera Motion from Monocular High Speed Traffic Sequences},
journal = {International Journal of Computer Vision},
volume = {105 (3)},
year = {2013},
note = {1},
pages = {269-297},
doi = {10.1007/s11263-013-0639-7},
author = {Florian Becker and Frank Lenzen and J{\"o}rg H. Kappes and Christoph Schn{\"o}rr}
}
@article {Becker-et-al-13a,
title = {Variational Recursive Joint Estimation of Dense Scene Structure and Camera Motion from Monocular High Speed Traffic Sequences},
journal = {International Journal of Computer Vision},
volume = {105},
year = {2013},
pages = {269--297},
publisher = {Springer US},
issn = {0920-5691},
doi = {10.1007/s11263-013-0639-7},
url = {http://dx.doi.org/10.1007/s11263-013-0639-7},
author = {Florian Becker and Frank Lenzen and J{\"o}rg H. Kappes and Christoph Schn{\"o}rr}
}
@conference {Kappes2012,
title = {A Bundle Approach To Efficient MAP-Inference by Lagrangian Relaxation},
booktitle = {CVPR},
year = {2012},
note = {in press},
author = {J{\"o}rg H. Kappes and Savchynskyy, Bogdan and Christoph Schn{\"o}rr}
}
@conference {kappes_12_bundle,
title = {A Bundle Approach To Efficient MAP-Inference by Lagrangian Relaxation},
booktitle = {CVPR. Proceedings},
year = {2012},
note = {1},
pages = {1688-1695},
doi = {10.1109/CVPR.2012.6247863},
author = {J{\"o}rg H. Kappes and Savchynskyy, B. and Christoph Schn{\"o}rr}
}
@article {savchynskyy_12_efficient,
title = {Efficient MRF Energy Minimization via Adaptive Diminishing Smoothing},
journal = {UAI. Proceedings},
year = {2012},
note = {1},
pages = {746-755},
author = {Savchynskyy, B. and Schmidt, S. and J{\"o}rg H. Kappes and Christoph Schn{\"o}rr}
}
@conference {SavchynskyyUAI2012,
title = {Efficient MRF Energy Minimization via Adaptive Diminishing Smoothing},
booktitle = {UAI 2012},
year = {2012},
note = {in press},
author = {Savchynskyy, Bogdan and Schmidt, Stefan and J{\"o}rg H. Kappes and Christoph Schn{\"o}rr}
}
@conference {andres_12_lazy,
title = {The Lazy Flipper: Efficient Depth-Limited Exhaustive Search in Discrete Graphical Models},
booktitle = {Computer Vision - {ECCV} 2012 - 12th European Conference on Computer Vision, Florence, Italy, October 7-13, 2012, Proceedings, Part {VII}},
year = {2012},
doi = {10.1007/978-3-642-33786-4_12},
url = {http://dx.doi.org/10.1007/978-3-642-33786-4_12},
author = {Bj{\"o}rn Andres and J{\"o}rg H. Kappes and Thorsten Beier and Ullrich K{\"o}the and Fred A. Hamprecht}
}
@conference {Andres12,
title = {The Lazy Flipper: Efficient Depth-limited Exhaustive Search in Discrete Graphical Models},
booktitle = {ECCV 2012},
year = {2012},
author = {Bj{\"o}rn Andres and J{\"o}rg H. Kappes and Thorsten Beier and Ullrich K{\"o}the and Fred A. Hamprecht}
}
@conference {Schmidt11,
title = {Evaluation of a First-Order Primal-Dual Algorithm for MRF Energy Minimization},
booktitle = {EMMCVPR},
volume = {6819},
year = {2011},
pages = {89-103},
publisher = {Springer},
organization = {Springer},
author = {Schmidt, Stefan and Savchynskyy, Bogdan and J{\"o}rg H. Kappes and Christoph Schn{\"o}rr}
}
@conference {schmidt_11_evaluation,
title = {Evaluation of a First-Order Primal-Dual Algorithm for MRF Energy
Minimization},
booktitle = {EMMCVPR 2011},
volume = {6819},
year = {2011},
note = {1},
pages = {89-103},
publisher = {Springer},
organization = {Springer},
doi = {10.1007/978-3-642-23094-3_7},
author = {Schmidt, S. and Savchynskyy, B. and J{\"o}rg H. Kappes and Christoph Schn{\"o}rr}
}
@conference {Kappes11,
title = {Globally Optimal Image Partitioning by Multicuts},
booktitle = {EMMCVPR},
year = {2011},
publisher = {Springer},
organization = {Springer},
author = {J{\"o}rg H. Kappes and Speth, Markus and Bj{\"o}rn Andres and Reinelt, Gerhard and Christoph Schn{\"o}rr}
}
@conference {kappes_11_globally,
title = {Globally Optimal Image Partitioning by Multicuts},
booktitle = {EMMCVPR},
year = {2011},
note = {1},
pages = {31-44},
publisher = {Springer},
organization = {Springer},
doi = {10.1007/978-3-642-23094-3_3},
author = {J{\"o}rg H. Kappes and Speth, M. and Bj{\"o}rn Andres and Reinelt, G. and Christoph Schn{\"o}rr}
}
@conference {Andres11,
title = {Probabilistic Image Segmentation with Closedness Constraints},
booktitle = {Proceedings of ICCV},
year = {2011},
author = {Bj{\"o}rn Andres and J{\"o}rg H. Kappes and Thorsten Beier and Ullrich K{\"o}the and Fred A. Hamprecht}
}
@conference {Andres11,
title = {Probabilistic Image Segmentation with Closedness Constraints},
booktitle = {Proceedings of ICCV},
year = {2011},
author = {Bj{\"o}rn Andres and J{\"o}rg H. Kappes and Thorsten Beier and Ullrich K{\"o}the and Fred A. Hamprecht}
}
@conference {andres_11_probabilistic,
title = {Probabilistic Image Segmentation with Closedness Constraints},
booktitle = {ICCV, Proceedings},
year = {2011},
note = {1},
pages = {2611 - 2618},
doi = {10.1109/ICCV.2011.6126550},
author = {Bj{\"o}rn Andres and J{\"o}rg H. Kappes and Thorsten Beier and Ullrich K{\"o}the and Fred A. Hamprecht}
}
@article {savchynskyy_11_study_supplement,
title = {A Study of Nesterov{\textquoteright}s Scheme for Lagrangian Decomposition and MAP
Labeling},
journal = {IEEE International Conference on Computer Vision and Pattern Recognition
(CVPR), accepted as oral presentation},
year = {2011},
note = {1},
pages = {1817 - 1823},
doi = {10.1109/CVPR.2011.5995652},
author = {Savchynskyy, B. and J{\"o}rg H. Kappes and Schmidt, S. and Christoph Schn{\"o}rr}
}
@conference {Savchynskyy-CVPR2011,
title = {A Study of Nesterov{\textquoteright}s Scheme for Lagrangian Decomposition and MAP Labeling},
booktitle = {IEEE International Conference on Computer Vision and Pattern Recognition (CVPR)},
year = {2011},
author = {Savchynskyy, B. and J{\"o}rg H. Kappes and Schmidt, S. and Christoph Schn{\"o}rr}
}
@conference {becker_11_variational,
title = {Variational Recursive Joint Estimation of Dense Scene Structure and
Camera Motion from Monocular High Speed Traffic Sequences},
booktitle = {2011 IEEE International Conference on Computer Vision ICCV},
year = {2011},
note = {1},
pages = {1692-1699},
doi = {10.1109/ICCV.2011.6126432},
author = {Florian Becker and Frank Lenzen and J{\"o}rg H. Kappes and Christoph Schn{\"o}rr},
editor = {Metaxas, D. N. and Quan, L. and Van Gool, L. J. and Sanfeliu, A.}
}
@conference {Becker-et-al-11a,
title = {Variational Recursive Joint Estimation of Dense Scene Structure and Camera Motion from Monocular High Speed Traffic Sequences},
booktitle = {2011 IEEE International Conference on Computer Vision (ICCV)},
year = {2011},
pages = {1692 -- 1699},
doi = {10.1109/ICCV.2011.6126432},
author = {Florian Becker and Frank Lenzen and J{\"o}rg H. Kappes and Christoph Schn{\"o}rr}
}
@conference {andres_10_empirical,
title = {An Empirical Comparison of Inference Algorithms for Graphical Models
with Higher Order Factors Using OpenGM},
booktitle = {Pattern Recognition, Proc.~32th DAGM Symposium},
number = {6376},
year = {2010},
note = {1},
pages = {353-362},
doi = {10.1007/978-3-642-15986-2_36},
author = {Bj{\"o}rn Andres and J{\"o}rg H. Kappes and Ullrich K{\"o}the and Christoph Schn{\"o}rr and Fred A. Hamprecht}
}
@conference {Kappes-DAGM2010,
title = {An Empirical Comparison of Inference Algorithms for Graphical Models with Higher Order Factors Using OpenGM},
booktitle = {Pattern Recognition, Proc.~32th DAGM Symposium},
year = {2010},
author = {Bj{\"o}rn Andres and J{\"o}rg H. Kappes and Ullrich K{\"o}the and Christoph Schn{\"o}rr and Fred A. Hamprecht}
}
@article {andres_10_lazy,
title = {The Lazy Flipper: MAP Inference in Higher-Order Graphical Models by Depth-limited Exhaustive Search},
journal = {ArXiv e-prints},
year = {2010},
note = {1},
url = {http://arxiv.org/abs/1009.4102},
author = {Bj{\"o}rn Andres and J{\"o}rg H. Kappes and Ullrich K{\"o}the and Fred A. Hamprecht}
}
@conference {Kappes-ECCV2010,
title = {MRF Inference by k-Fan Decomposition and Tight Lagrangian Relaxation},
booktitle = {European Conference on Computer Vision (ECCV)},
volume = {6313},
year = {2010},
pages = {735--747},
publisher = {Springer Berlin / Heidelberg},
organization = {Springer Berlin / Heidelberg},
author = {J{\"o}rg H. Kappes and Schmidt, S. and Christoph Schn{\"o}rr},
editor = {Daniilidis, K. and Maragos, P. and Paragios, N.}
}
@conference {kappes_10_mrf,
title = {MRF Inference by k-Fan Decomposition and Tight Lagrangian Relaxation},
booktitle = {European Conference on Computer Vision (ECCV)},
volume = {6313},
year = {2010},
note = {1},
pages = {735--747},
publisher = {Springer},
organization = {Springer},
doi = {10.1007/978-3-642-15558-1_53},
author = {J{\"o}rg H. Kappes and Schmidt, S. and Christoph Schn{\"o}rr},
editor = {Daniilidis, K. and Maragos, P. and Paragios, N.}
}
@article {Bergtholdt-et-al-IJCV-2010,
title = {A Study of Parts-Based Object Class Detection Using Complete Graphs},
journal = {Int.~J.~Comp.~Vision},
volume = {87},
number = {1-2},
year = {2010},
pages = {93-117},
doi = {10.1007/s11263-009-0209-1},
url = {http://www.springerlink.com/openurl.asp?genre=article\&id=doi:10.1007/s11263-009-0209-1},
author = {Bergtholdt, Martin and J{\"o}rg H. Kappes and Schmidt, Stefan and Christoph Schn{\"o}rr}
}
@conference {lellmann_09_convex2,
title = {Convex Multi-Class Image Labeling by Simplex-Constrained Total Variation},
booktitle = {Scale Space and Variational Methods in Computer Vision (SSVM 2009)},
volume = {5567},
year = {2009},
note = {1},
pages = {150-162},
publisher = {Springer},
organization = {Springer},
doi = {10.1007/978-3-642-02256-2_13},
author = {Lellmann, J. and J{\"o}rg H. Kappes and Yuan, J. and Florian Becker and Christoph Schn{\"o}rr and M{\'o}rken, K. and Lysaker, M.},
editor = {Tai, X.-C. and Lie, K.-A.}
}
@conference {Lellmann-et-al-09a,
title = {Convex Multi-Class Image Labeling by Simplex-Constrained Total Variation},
booktitle = {Scale Space and Variational Methods in Computer Vision (SSVM 2009)},
volume = {5567},
year = {2009},
pages = {150-162},
publisher = {Springer},
organization = {Springer},
author = {Lellmann, J. and J{\"o}rg H. Kappes and Yuan, J. and Florian Becker and Christoph Schn{\"o}rr},
editor = {Tai, X.-C. and M{\'o}rken, K. and Lie, K.-A. and Lysaker, M.}
}
@techreport {Lellmann2008,
title = {Convex Multi-Class Image Labeling by Simplex-Constrained Total Variation},
year = {2008},
institution = {IWR, University of Heidelberg},
url = {http://www.ub.uni-heidelberg.de/archiv/8759/},
author = {Lellmann, J. and J{\"o}rg H. Kappes and Yuan, J. and Florian Becker and Christoph Schn{\"o}rr}
}
@conference {Kappes-et-al-08,
title = {MAP-Inference for Highly-Connected Graphs with DC-Programming},
booktitle = {Pattern Recognition -- 30th DAGM Symposium},
volume = {5096},
year = {2008},
pages = {1--10},
publisher = {Springer Verlag},
organization = {Springer Verlag},
author = {J{\"o}rg H. Kappes and Christoph Schn{\"o}rr}
}
@conference {Karim-et-al-07,
title = {Greedy-Based Design of Sparse Two-Stage SVMs for Fast Classification},
booktitle = {Pattern Recognition -- 29th DAGM Symposium},
volume = {4713},
year = {2007},
pages = {395-404},
publisher = {Springer},
organization = {Springer},
author = {Karim, R. and Bergtholdt, M. and J{\"o}rg H. Kappes and Christoph Schn{\"o}rr}
}
@conference {Schmidt-et-al-07,
title = {Spine Detection and Labeling Using a Parts-Based Graphical Model},
booktitle = {Proc. 20th International Conference on Information Processing in Medical Imaging (IPMI 2007)},
volume = {4584},
year = {2007},
pages = {122-133},
publisher = {Springer},
organization = {Springer},
author = {Schmidt, S. and J{\"o}rg H. Kappes and Bergtholdt, M. and Pekar, V. and Dries, S. and Bystrov, D. and Christoph Schn{\"o}rr}
}