@string{PAMI = "IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI)"}
@string{IJCV = "International Journal of Computer Vision (IJCV)"}
@string{JMLR = "Journal of Machine Learning Research (JMLR)"}
@string{TMLR = "Transactions of Machine Learning Research (TMLR)"}
@string{ML = "Machine Learning (ML)"}
@string{PRL = "Pattern Recognition Letters (PRL)"}
@string{PR = "Pattern Recognition (PR)"}

@string{CVPR = "IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR)"}
@string{ECCV = "European Conference on Computer Vision (ECCV)"}
@string{ICCV = "International Conference on Computer Vision (ICCV)"}
@string{ACCV = "Asian Conference on Computer Vision (ACCV)"}
@string{NIPS = "Conference on Neural Information Processing Systems (NIPS)"}
@string{NeurIPS = "Conference on Neural Information Processing Systems (NeurIPS)"}
@string{ICML = "International Conference on Machine Learning (ICML)"}
@string{ICLR = "International Conference on Learning Representations (ICLR)"}
@string{COLT = "Workshop on Computational Learning Theory (COLT)"}
@string{ALT = "Algorithmic Learning Theory (ALT)"}
@string{UAI = "Uncertainty in Artificial Intelligence (UAI)"}
@string{ECML = "European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD)"}
@string{AISTATS = "Conference on Uncertainty in Artificial Intelligence (AISTATS)"}
@string{DAGM = "Symposium of the German Association for Pattern Reocgnition (DAGM)"}
@string{GCPR = "Germany Conference on Pattern Recogntion (GCPR)"}
@string{BMVC = "British Machine Vision Conference (BMVC)"}
@string{WACV = "Winter Conference on Applications of Computer Vision (WACV)"}
@string{ICPR = "International Conference on Pattern Recognition (ICPR)"},

@string{WILEY = "John Wiley \& Sons"},
@string{MIT = "The MIT Press"},
@string{CAMBRIDGE = "Cambridge University Press"},
@string{SPRINGER = "Springer"},
@string{KLUWER = "Kluwer Academic"}
@string{ELSEVIER = "Elsevier"}
@string{OXFORD = "Oxford University Press"},



@article{ sukenik-journal2024,
 title=  {Generalization In Multi-Objective Machine Learning},
 author = {Peter Súkeník and Christoph H. Lampert},
 journal = {accpted to Neural Computing and Applications},
 year = 2024
}


@article{verwimp-tmlr2024,
  author = {Eli Verwimp and Rahaf Aljundi and Shai Ben-David and Matthias Bethge and Andrea Cossu and Alexander Gepperth and Tyler L. Hayes and Eyke Hüllermeier and Christopher Kanan and Dhireesha Kudithipudi and Christoph H. Lampert and Martin Mundt and Razvan Pascanu and Adrian Popescu and Andreas S. Tolias and Joost van de Weijer and Bing Liu and Vincenzo Lomonaco and Tinne Tuytelaars and Gido M. van de Ven},
  title = {Continual Learning: Applications and the Road Forward},
  journal = TMLR,
  year = 2024,
}

@inproceedings{ prach-cvpr2024,
 title=  {1-{Lipschitz} Layers Compared: Memory, Speed, and Certifiable Robustness},
 author = {Bernd Prach and Fabio Brau and Giorgio Buttazzo and Christoph H. Lampert},
 booktitle = CVPR,
 year = 2024
}
@inproceedings{ zakerinia-icml2024,
 title=  {More Flexible {PAC-Bayesian} Meta-Learning by Learning Learning Algorithms},
 author = {Hossein Zakerinia and Amir Behjati and Christoph H. Lampert},
 booktitle = ICML,
 year = 2024
}
@inproceedings{ scott-icml2024,
 title=  {Improved Modelling of Federated Datasets using Mixtures-of-Dirichlet-Multinomials},
 author = {Jonathan Scott and Áine Cahill},
 booktitle = ICML,
 year = 2024
}
@inproceedings{ scott-iclr2024,
 title=  {{PeFLL}: A Lifelong Learning Approach to Personalized Federated Learning},
 author = {Jonathan Scott and Hossein Zakerinia and Christoph H. Lampert},
 booktitle = ICLR,
 year = 2024
}

@inproceedings{ sukenik-neurips2023,
 title=  {Deep Neural Collapse Is Provably Optimal for the Deep Unconstrained Features Model},
 author = {Peter Súkeník and Marco Mondelli and Christoph H. Lampert},
 booktitle = CVPR,
 year = 2023
}


@inproceedings{ safaryan-neurips2023,
 title=  {Knowledge Distillation Performs Partial Variance Reduction},
 author = {Mher Safaryan and Alexandra Peste and Dan Alistarh},
 booktitle = CVPR,
 year = 2023
}


@article{scott-tmlr2023,
  author = {Jonathan Scott and Michelle Yeo and Christoph H. Lampert},
  title = {Cross-client Label Propagation for Transductive Federated Learning},
  journal = TMLR,
  year = 2023,
}

@inproceedings{ peste-iclr2023,
 title=  {{CrAM}: A Compression-Aware Minimizer},
 author = {Alexandra Peste and Adrian Vladu and Eldar Kurtic and Christoph H. Lampert and Dan Alistarh},
 booktitle = ICLR,
 year = 2023
}

@inproceedings{ iofinova-cvpr2023,
 title=  {Bias in Pruned Vision Models: In-Depth Analysis and Countermeasures},
 author = {Eugenia Iofinova and Alexandra Peste and Dan Alistarh},
 booktitle = CVPR,
 year = 2023
}


@article{iofinova-tmlr2022,
  author = {Eugenia Iofinova and Nikola Konstantinov and Christoph H. Lampert},
  title = {{FLEA}: Provably Robust Fair Multisource Learning from Unreliable Training Data},
  journal = TMLR,
  year = 2022,
}
@article{konstantinov-jmlr2022,
  author = {Nikola Konstantinov and Christoph H. Lampert},
  title = {Fairness-Aware {PAC} Learning from Corrupted Data},
  journal= JMLR,
  year = 2022,
}

@inproceedings{ prach-eccv2022,
 title=  {Almost-Orthogonal Layers for Efficient General-Purpose Lipschitz Networks},
 author = {Bernd Prach and Christoph H. Lampert},
 booktitle = ECCV,
 year = 2022
}

@inproceedings{ tomaszewska-icpr2022,
 title=  {Lightweight Conditional Model Extrapolation for Streaming Data under Class-Prior Shift},
 author = {Paulina Tomaszewska and Christoph H. Lampert},
 booktitle = ICPR,
 year = 2022
}

@inproceedings{ phuong-iclr2021,
 title=  {The inductive bias of {ReLU} networks on orthogonally separable data},
 author = {Mary Phuong and Christoph H. Lampert},
 booktitle = ICLR,
 year = 2021
 }

@inproceedings{ volhejn-gcpr2020,
  author = {Vaclav Volhejn and Christoph H. Lampert},
  title = {Does {SGD} Implicitly Optimize for Smoothness?},
  booktitle = GCPR,
  year = 2020
}

@InProceedings{chatterjee-icaps2020,
  title =	"Multiple-Environment Markov Decision Processes:
		 Efficient Analysis and Applications",
  author =	"Krishnendu Chatterjee and Martin Chmel{\'i}k and Deep
		 Karkhanis and Petr Novotn{\'y} 0001 and Am{\'e}lie
		 Royer",
  booktitle =	"International Conference on Automated Planning and Scheduling (ICAPS)", 
  year = 	"2020",
}
@inproceedings{ konstantinov-icml2020,
   author = { Nikola Konstantinov and Elias Frantar and Dan Alistarh and Christoph H. Lampert },
   title = {On the Sample Complexity of Adversarial Multi-Source PAC Learning},
   booktitle = ICML,
   year = 2020,
}

@inproceedings{henderson-cvpr2020,
  author = {Paul Henderson, Vagia Tsiminaki, Christoph H. Lampert},
  title = {Learning Intelligent Dialogs for Bounding Box Annotation},
  booktitle = CVPR,
  year = 2020,
}

@article{henderson-ijcv2020,
  author = {Paul Henderson, Vittorio Ferrari},
  title = {Learning Single-Image 3D Reconstruction by Generative Modelling of Shape, Pose and Shading},
  booktitle = IJCV,
  year = 2020,
}

@inproceedings{ phuong-iclr2020,
   author = { Mary Phuong and Christoph H. Lampert },
   title = {Functional vs. parametric equivalence of ReLU networks},
   booktitle = ICLR,
   year = 2020,
}

@inproceedings{ royer-wacv2019b,
  author = {Amelie Royer and Christoph H. Lampert},
  title = {A Flexible Selection Scheme for Minimum-Effort Transfer Learning},
  booktitle = WACV,
  year = 2019
}

@inproceedings{ royer-wacv2019a,
  author = {Amelie Royer and Christoph H. Lampert},
  title = {Localizing Grouped Instances for Efficient Detection in Low-Resource Scenarios},
  booktitle = WACV,
  year = 2019
}

@article{ sun-ijcv2019,
  author = {Remy Sun, Christoph H. Lampert },
  title = {{KS(conf)}: A Light-Weight Test if a Multiclass Classifier Operates Outside of Its Specifications},
  journal = IJCV,
  year = 2019
}

@inproceedings{ phuong-iccv2019,
   author = { Mary Phuong and Christoph H. Lampert },
   title = {Distillation-Based Training for Multi-Exit Architectures},
   booktitle = ICCV,
   year = 2019,
}
@inproceedings{ konstantinov-icml2019,
   author = { Nikola Konstantinov and Christoph H. Lampert },
   title = {Robust Learning from Untrusted Sources},
   booktitle = ICML,
   year = 2019,
}
@inproceedings{ phuong-icml2019,
   author = { Mary Phuong and Christoph H. Lampert },
   title = {Towards Understanding Knowledge Distillation},
   booktitle = ICML,
   year = 2019
}

@inproceedings{ashok-qest2019,
  author = {Pranav Ashok and Tomas Brazdil and Krishnendu Chatterjee and Jan Kretinsky and Christoph H. Lampert and Viktor Toman},
  title = {Strategy Representation by Decision Trees with Linear Classifiers},
  booktitle = {International Conference on Quantitative Evaluation of SysTems (QEST)},
  year = 2019
}
	

@inproceedings{ pajouheshgar-neuripsw2018,
  author = {Ehsan Pajouheshgar and Christoph H. Lampert},
  title = {Back to square one: probabilistic trajectory forecasting without bells and whistles},
  booktitle = {Modeling and decision-making in the spatiotemporal domain -- Workshop at NeurIPS},
  year = 2018
}


@inproceedings{ sun-gcpr2018,
  author = {Remy Sun, Christoph H. Lampert },
  title = {{KS(conf)}: A Light-Weight Test if a ConvNet Operates Outside of Its Specifications},
  booktitle = GCPR,
  year = 2018
}


@article{ xian-pami2018,
  author = {Yongqin Xian and Christoph H. Lampert and Bernt Schiele and Zeynep Akata},
  title = {Zero-Shot Learning - A Comprehensive Evaluation of the Good, the Bad and the Ugly},
  journal = PAMI,
  year = 2018
}

@inproceedings{Alistarh-neurips2018,
  author = {Dan Alistarh and Torsten Hoefler and Mikael Johansson and Nikola Konstantinov and Sarit Khirirat and Cedric Renggli},
  title = {The convergence of sparsified gradient methods},
  booktitle = NeuRIPS,
  year = 2018
}

@inproceedings{Alistarh-neurips2018,
  author = {Dan Alistarh and Christopher De Sa and Nikola Konstantinov},
  title = {The convergence of stochastic gradient descent in asynchronous shared memory},
  booktitle = {ACM Symposium on Principles of Distributed Computing (PODC)},
  year = 2018
}

@inproceedings{ Kuzborskij-icml2018,
   author = { Ilja Kuzborskij and Christoph H. Lampert },
   title = {Data-Dependent Stability of Stochastic Gradient Descent},
   booktitle = ICML,
   year = 2018
}

@inproceedings{ Sahoo-icml2018,
   author = { Subham S. Sahoo and Christoph H. Lampert and Georg Martius},
   title = {Learning equations for extrapolation and control},
   booktitle = ICML,
   year = 2018
}

@inproceedings{ royer-icmlw2018,
  author = {Amelie Royer and Konstantinos Bousmalis and  Stephan Gouws and Fred Bertsch and Inbar Mosseri and Forrester Cole and Kevin Murphy},
  title = {{XGAN}: Unsupervised image-to-image translation for many-to-many mappings},
  booktitle = {Domain Adaptation for Visual Understanding -- Workshop at IJCAI/ECAI/AAMAS/ICML},
  year = 2018
}

@article{ Ringbauer-genetics2018,
  author = {Harald Ringbauer and Alexander Kolesnikov and David Field and Nicholas H. Barton},
  title = {Estimating barriers to gene flow from distorted isolation-by-distance patterns},
  journal = {Genetics},
  year = 2018
}

@inproceedings{konyushkova-cvpr2018,
  author = {Ksenia Konyushkova and Jasper Uijlings and Christoph H. Lampert and Vittorio Ferrari},
  title = {Learning Intelligent Dialogs for Bounding Box Annotation},
  booktitle = CVPR,
  year = 2018,
}

@inproceedings{ kolesnikov-bmvc2017,
  author = { Amelie Royer and Alexander Kolesnikov and Christoph H. Lampert },
  title = {Probabilistic Image Colorization},
  booktitle = BMVC,
  year = 2017,
}

@inproceedings{ kolesnikov-icml2017,
   author = { Alexander Kolesnikov and Christoph H. Lampert },
   title = {{PixelCNN} models with auxiliary variables for natural image modeling},
   booktitle = ICML,
   year = 2017,
}

@inproceedings{ pentina-icml2017,
   author = { Anastasia Pentina and Christoph H. Lampert },
   title = {Multi-task learning with labeled and unlabeled tasks},
   booktitle = ICML,
   year = 2017,
}

@inproceedings{ rebuffi-cvpr2017,
   author = { Sylvestre-Alvise Rebuffi and Alexander Kolesnikov and Georg Sperl and Christoph H. Lampert },
   title = {{iCaRL:} Incremental Classifier and Representation Learning},
   booktitle = CVPR,
   year = 2017,
}

@inproceedings{ zimin-aistats2017,
   author ={ Alexander Zimin and Christoph H. Lampert },
   title = {Learning Theory for Conditional Risk Minimization},
   booktitle = AISTATS,
   year = 2017,
}

@article{ der-frontiers2017,
  author = { Ralf Der and Georg Martius },
  title = {Self-Organized Behavior Generation for Musculoskeletal Robots},
  journal = {Frontiers in Neurorobotics},
  year = 2017,
}

@inproceedings{ kolesnikov-bmvc2016,
  author = {Alexander Kolesnikov and Christoph H. Lampert},
  title = {Improving Weakly-Supervised Object Localization By Micro-Annotation},
  booktitle = BMVC,
  year = 2016,
}
@inproceedings{ kolesnikov-eccv2016,
  author = {Alexander Kolesnikov and Christoph H. Lampert},
  title = {{Seed}, {Expand}, {Constrain}: Three Principles for Weakly-Supervised Learning},
  booktitle = ECCV,
  year = 2016,
}

@inproceedings{pentina-nips2015,
   author = {Anastasia Pentina and Christoph H. Lampert},
   title = {Lifelong Learning with Non-i.i.d. Tasks},
   booktitle = NIPS,
   year = 2015
}

@inproceedings{pielorz-ictdm2015,
   author = {Jasmin Pielorz and Christoph H. Lampert},
   title = {Optimal Geospatial Allocation of Volunteers for Crisis Management},
   booktitle = {International Conference on Information and Communication Technologies for Disaster Management (ICT-DM)},
   year = 2015
}

@inproceedings{pentina-alt2015,
   author = {Anastasia Pentina and Shai Ben-David},
   title = {Multi-task and Lifelong Learning of Kernels},
   booktitle = ALT,
   year = 2015
}

@inproceedings{royer-cvpr2015,
  author = {Am{\'e}lie Royer and Christoph H. Lampert},
  title = {Classifier Adaptation at Prediction Time},
  booktitle = CVPR,
  year = 2015
}
@inproceedings{shah-cvpr2015,
  author = {Neel Shah and Vladimir Kolmogorov and Christoph H. Lampert},
  title = {A Multi-Plane Block-Coordinate Frank-Wolfe Algorithm for Training Structural SVMs with a Costly max-Oracle},
  booktitle = CVPR,
  year = 2015
}
@inproceedings{lampert-cvpr2015,
  author = {Christoph H. Lampert},
  title = {Predicting the Future Behavior of a Time-Varying Probability Distribution},
  booktitle = CVPR,
  year = 2015
}
@inproceedings{pentina-cvpr2015,
  author = {Anastasia Pentina and Viktoriia Sharmanska and Christoph H. Lampert},
  title = {Curriculum Learning of Multiple Tasks},
  booktitle = CVPR,
  year = 2015
}

@inproceedings{ hernandez-nips2014,
  author = {Daniel Hernandez-Lobat and Viktoriia Sharmanska and Kristian Kersting and  Christoph H. Lampert and Novi Quadrianto},
  title = {Mind the Nuisance: {G}aussian Process Classification using Privileged Noise},
  booktitle = NIPS,
  year = 2014
}

@inproceedings{ khamis-bmvc2014,
  author = {Sameh Khamis and Christoph H. Lampert},
  title = {CoConut: {C}o-Classification with Output Space Regularization},
  booktitle = BMVC,
  year = 2014,
}

@inproceedings{ kolesnikov-eccv2014,
  author = {Alexander Kolesnikov and Matthieu Guillaumin and Vittorio Ferrari and Christoph H. Lampert},
  title = {Closed-Form Approximate CRF Training for Scalable Image Segmentation},
  booktitle = ECCV,
  year = 2014,
}

@inproceedings{ pentina-icml2014,
  author = {Anastasia Pentina and Christoph H. Lampert},
  title = {A {PAC}-{B}ayesian bound for Lifelong Learning},
  booktitle = ICML,
  year = 2014,
}
@inproceedings{ sydorov-cvpr2014,
  author = {Vladyslav Sydorov and Mayu Sakurada and Christoph H. Lampert},
  title = {Deep Fisher Kernels: Jointly Learning a Fisher Kernel SVM and its GMM Parameters},
  booktitle = CVPR,
  year = 2014,
}

@article{ lampert-tpami2013,
  author = {Christoph H. Lampert and Hannes Nickisch and Stefan Harmeling},
  title = {Attribute-Based Classification for Zero-Shot Visual Object Categorization},
  journal = PAMI, 
  year = 2013,
}

@inproceedings{ kazmar-iccv2013,
  author = {Tomas Kazmar and Evgeny Kvon and Alex Stark and Christoph H. Lampert},
  title = {Drosophila Embryo Stage Annotation using Label Propagation},
  booktitle = ICCV,
  year = 2013,
}

@inproceedings{ sharmanska-iccv2013,
  author = {Viktoriia Sharmanska and Novi Quadrianto and Christoph H. Lampert},
  title = {Learning to Rank Using Privileged Information},
  booktitle = ICCV,
  year = 2013,
}

@inproceedings{ chen-aistats2013,
  author = {Chao Chen and Vladimir Kolmogorov and Yan Zhu and Dimitris Metaxas and Christoph H. Lampert},
  title = { Computing the $M$ Most Probable Modes of a Graphical Model },
  booktitle = AISTATS,
  year = 2013,
}

@inproceedings{ lampert-nips2012,
  author = {Christoph H. Lampert},
  title = {Dynamic Pruning of Factor Graphs for Maximum Marginal Prediction},
  booktitle = NIPS,
  year = 2012,
}

@inproceedings{ tommasi-accv2012,
  author = {Tatiana Tommasi and Novi Quadrianto and Barbara Caputo and Christoph H. Lampert},
  title = {Beyond Dataset Bias: Multi-task Unaligned Shared Knowledge Transfer},
  booktitle = ACCV,
  year = 2012,
}

@article{ blaschko-ijcv2012,
  author = {Matthew B. Blaschko and Christoph H. Lampert},
  title = {Guest Editorial: Special Issue on Structured Prediction and Inference},
  journal = IJCV,
  issue = 3,
  volume = 99,
  pages = {257-258},
  year = 2012,
}

@inproceedings{ quadrianto-icml2012,
  author = {Novi Quadrianto and Chao Chen and Christoph H. Lampert},
  title = {The Most Persistent Soft-Clique in a Set of Sampled Graphs},
  booktitle = ICML,
  year = 2012,
}

@inproceedings{ mueller-dagm2012,
  author = {Andreas M{\"u}ller and Sebastian Nowozin and Christoph H. Lampert},
  title = {Information Theoretic Clustering using Minimal Spanning Trees},
  booktitle = DAGM,
  year = 2012,
}
@inproceedings{ sharmanska-eccv2012,
  author = {Viktoriia Sharmanska and Novi Quadrianto and Christoph H. Lampert},
  title = {Augmented Attribute Representations},
  booktitle = ECCV,
  year = 2012,
}
@article{ lampert-jrtip2012,
  author = {Christoph H. Lampert and Jan Peters},
  title = {Real-Time Detection of Colored Objects In Multiple Camera Streams With Off-the-Shelf Hardware Components},
  journal = {Journal of Real-Time Image Processing (JRTIP)},
  year = 2012,
}

@inproceedings{ korc-icmlw2012,
  author = {Filip Korc and Vladimir Kolmogorov and Christoph H. Lampert},
  title = {Approximating Marginals Using Discrete Energy Minimization},
  booktitle = {Inferning: Interactions between Inference and Learning -- Workshop at ICML},
  year = 2012,
}

@inproceedings{ lampert-nips2011,
  author = {Christoph H. Lampert},
  title = {Maximum margin multi-label structured prediction},
  booktitle = NIPS,
  year = 2011,
}


@incollection{quadrianto-esb2011,
   Author = {Novi Quadrianto and Christoph H. Lampert},
   Title = {Kernel-Based Learning},
   booktitle = {Encyclopedia of Systems Biology}, 
   publisher = {Springer},
   year  = 2011,
}

@article{ nowozin-fnt2011,
   title = {Structured Learning and Prediction in Computer Vision},
   author = {Sebastian Nowozin and Christoph H Lampert},
   journal = {Foundations and Trends in Computer Graphics and Vision},
   volume = 6,
   issue = {3-4},
   pages = {185-365},
   year = 2011,
}

@inproceedings{ quadrianto-icml2011, 
  author = {Novi Quadrianto and Christoph H. Lampert},
  title = {Learning multi-view neighborhood preserving projections},
  booktitle = ICML,
  year = 2011,
}

@inproceedings{ chen-cvpr2011, 
  author = {Chao Chen and Daniel Freedman and Christoph H. Lampert},
  title = {Enforcing topological constraints in random field image segmentation},
  booktitle = CVPR,
  year = 2011,
}

@article{ blaschko-prl2011,
  author = {Matthew B. Blaschko and Jacquelyn A. Shelton and Andreas Bartels and Christoph H. Lampert and Arthur Gretton},
  title = {Semi-supervised Kernel Canonical Correlation Analysis with Application to Human {fMRI}}, 
  journal = PRL,
  year = 2011,
}

@article{ kroemer-tro2011,
   author = {Oliver Kroemer and Christoph H. Lampert and Jan Peters},
   title = { Learning Dynamic Tactile Sensing With Robust Vision-Based Training},
   journal = {IEEE Transactions on Robotics (T-RO)},
   volume = 27,
   issue = 3,
   pages = {545-557},
   year = 2011,
}

@inproceedings{ wang-iros2011,
   author = {Zhikun Wang and  Christoph H Lampert and Katharina Mülling and Bernhard Sch{\"o}lkopf and Jan Peters},
   title = {Learning Anticipation Policies for Robot Table Tennis},
   booktitle = { IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
   year = 2011,
}

@article{ nowozin-siam2010,
  author = {Sebastian Nowozin and Christoph H. Lampert},
  title = {Global Interactions in Random Field Models: A Potential Function Ensuring Connectedness}, 
  journal = {SIAM Journal on Imaging Science (SIIMS)},
  publisher = {SIAM},
  year = {2010},
  volume = {3},
  number = {4},
  pages = {1048-1074},
}

@article{ tuytelaars-ijcv2009,
  author = {Tinne Tuytelaars and Christoph H. Lampert and Matthew B. Blaschko and Wray Buntine},
  title = {Unsupervised Object Discovery: A comparison},
  journal = IJCV,
  year = 2010,
}



@article{ lampert-fnt2009,
  author = {Christoph H. Lampert},
  title = {Kernel Methods in Computer Vision},
  journal = {Foundations and Trends in Computer Graphics and Vision},
  volume = {4},
  number = {3},
  pages = {193-285},
  year = 2009,
}

@article{ lampert-tpami2009,
  author = {Christoph H. Lampert and Matthew B. Blaschko and Thomas Hofmann},
  title = {Efficient Subwindow Search: A Branch and Bound Framework for Object Localization},
  journal = PAMI, 
  year = 2009,
}

@article{ lampert-ml2009,
  author = {Christoph H. Lampert and Matthew B. Blaschko},
  title = {Structured Prediction by Joint Kernel Support Estimation},
  journal = ML,
  year = 2009,
}

@article{ lampert-tip2006,
  author = {Christoph H. Lampert and Oliver Wirjadi},
  title = {An Optimal Non-Orthogonal Separation of the Anisotropic {G}aussian Convolution Filter},
  journal = {IEEE Transactions on Image Processing (TIP)},
  year = 2006,
}

@article{ lampert-pm2005,
  author = {Christoph H. Lampert},
  title = {Boundary Regularity of Admissible Operators}, 
  journal = {Publicacions Matem\`{a}tiques},
  issue = {49}, 
  pages = {179-195}, 
  year = 2005,
}

@article{ lampert-bms2003,
  author = {Christoph H. Lampert},
  title = {The {N}eumann operator in strictly pseudoconvex domains with weighted Bergman metric (in german)},
  journal = {Bonner Mathematische Schriften},
  issue = {256},
  year = 2003,
}


@inproceedings{ lampert-eccv2010,
  author = {Christoph H. Lampert and Oliver Kr\"{o}mer}, 
  title = {Weakly-Paired Maximum Covariance Analysis for Multimodal Dimensionality Reduction and Transfer Learning},
  booktitle = ECCV,
  year = 2010,
}

@inproceedings{ nowozin-eccv2010,
  author = {Sebastian Nowozin and Peter Gehler and Christoph H. Lampert},
  title = {On Parameter Learning in {CRF}-based Approaches to Object Class Image Segmentation},
  booktitle = ECCV,
  year = 2010,
}

@inproceedings{ lampert-cvpr2010, 
  author = {Christoph H. Lampert},
  title = {An Efficient Divide-and-Conquer Cascade for Nonlinear Object Detection},
  booktitle = CVPR,
  year = 2010,
}

@inproceedings{ tang-cvpr2010,
  author = {Kevin D. Tang and Marshall F. Tappen and Rahul Sukthankar and Christoph H. Lampert},
  title = {Optimizing One-Shot Recognition with Micro-Set Learning},
  booktitle = CVPR,
  year = 2010,
}

@inproceedings{ kober-icra2010,
  author = {Jens Kober and Katharina M\"{u}lling and Oliver Kr\"omer and Christoph H. Lampert and 
            Bernhard Sch\"olkopf and Jan Peters},
  title = {Movement Templates for Learning of Hitting and Batting}, 
  booktitle = {International Conference on Robotics and Automation (ICRA)},
  year = 2010,
}

@inproceedings{ wanke-mir2010,
  author = {J\"orn Wanke and Adrian Ulges and Christoph H. Lampert and Thomas M. Breuel},
  title = {Topic Models for Semantic Video Compression},
  booktitle = {ACM International Conference on Multimedia Information Retrieval (ACM MIR)},
  year = 2010,
}

@inproceedings{ blaschko-bmvc2009,
  author = {Matthew B. Blaschko and Christoph H. Lampert},
  title = {Object Localization with Global and Local Context Kernels},
  booktitle = BMVC,
  year = 2009,
}

@inproceedings{ lampert-iccv2009,
  author = {Christoph H. Lampert},
  title = {Detecting Objects in Large Image Collections and Videos by Efficient Subimage Retrieval},
  booktitle = ICCV,
  year = 2009,
}

@inproceedings{ lampert-dagm2009,
  author = {Christoph H. Lampert and Jan Peters},
  title = {Active Structured Learning for High-Speed Object Detection},
  booktitle = DAGM,
  year = 2009,
}

@inproceedings{ lampert-cvpr2009,
  author = {Christoph H. Lampert and Hannes Nickisch and Stefan Harmeling},
  title = {Learning To Detect Unseen Object Classes by Between-Class Attribute Transfer},
  booktitle = CVPR,
  year = 2009,
}

@inproceedings{ nowozin-cvpr2009,
  author = {Sebastian Nowozin and Christoph H. Lampert},
  title = {Global Connectivity Potentials for Random Field Models},
  booktitle = CVPR,
  year = 2009,
}

@inproceedings{ dhillon-visu2009,
  author = {Paramveer S. Dhillon and Sebastian Nowozin and Christoph H. Lampert},
  title = {Combining Appearance and Motion for Human Action Classification in Videos},
  booktitle = {1st International Workshop on Visual Scene Understanding (VISU) at CVPR},
  year = 2009,
}

@inproceedings{ lampert-siso2009,
  author = {Christoph H. Lampert and Matthew B. Blaschko},
  title = {Joint Kernel Support Estimation for Structured Prediction}, 
  booktitle = {NIPS Workshop "Structured Input - Structured Output"},
  year = 2009,
}

@inproceedings{ blaschko-eccv2008,
  author = {Matthew B. Blaschko and Christoph H. Lampert},
  title = {Learning to Localize Objects with Structured Output Regression},
  booktitle = ECCV,
  year = 2008,
}

@inproceedings{ blaschko-ecml2008,
  author = {Matthew B. Blaschko and Christoph H. Lampert and Arthur Gretton},
  title = {Semi-Supervised Laplacian Regularization of Kernel Canonical Correlation Analysis},
  booktitle = ECML, 
  year = 2008,
}

@inproceedings{ lampert-cvpr2008a,
  author = {Christoph H. Lampert and Matthew B. Blaschko and Thomas Hofmann},
  title = {Beyond Sliding Windows: Object Localization by Efficient Subwindow Search},
  booktitle = CVPR,
  year = 2008,
}

@inproceedings{ lampert-cvpr2008b,
  author = {Christoph H. Lampert},
  title = {Partitioning of Image Datasets using Discriminative Context Information},
  booktitle = CVPR,
  year = 2008,
}

@inproceedings{ blaschko-cvpr2008,
  author = {Matthew B. Blaschko and Christoph H. Lampert},
  title = {Correlational Spectral Clustering},
  booktitle = CVPR,
  year = 2008,
}

@inproceedings{ lampert-dagm2008,
  author = {Christoph H. Lampert and Matthew B. Blaschko},
  title = {A Multiple Kernel Learning Approach to Joint Multi-Class Object Detection},
  booktitle = DAGM,
  year = 2008,
}

@inproceedings{ goldstein-icn2008,
  author = {Markus Goldstein and Christoph H. Lampert and Matthias Reif and Armin Stahl and Thomas M. Breuel},
  title = {Bayes Optimal {DDoS} Mitigation by Adaptive History-Based {IP} Filtering},
  booktitle = {International Conference on Networking (ICN)},
  year = 2008,
}

@inproceedings{ ulges-dagm2007,
  author = {Adrian Ulges and Christoph H, Lampert And Daniel Keysers and Thomas Breuel},
  title = {Optimal Dominant Motion Estimation using Adaptive Search of Transformation Space}, 
  booktitle = DAGM,
  year = 2007,
}

@inproceedings{ ali-ciarp2006,
  author = {Haider Ali and Christoph H. Lampert and Thomas M. Breuel},
  title = {Satellite Tracks Removal in Astronomical Images},
  booktitle = {Iberoamerican Congress on Pattern Recognition (CIARP)},
  year = 2006,
}

@inproceedings{ keysers-spie2006,
  author = {Daniel Keysers and Christoph H. Lampert and Thomas M. Breuel},
  title = {Color image dequantization by Constrained  Diffusion}, 
  booktitle = {SPIE Electronic Imaging},
  year = 2006,
}

@inproceedings{ lampert-icpr2006, 
  author = {ſChristoph H. Lampert},
  title = {Machine Learning for Video Compression: Macroblock Mode Decision}, 
  booktitle = {International Conference on Pattern Recognition (ICPR)},
  year = 2006,
}

@inproceedings{ lampert-cis2006,
  author = {Christoph H. Lampert and Lin Mei and Thomas M. Breuel},
  title = {Printing Technique Classification for Document Counterfeit Detection}, 
  booktitle = {Computational Intelligence and Security (CIS)},
  year = 2006,
}

@inproceedings{ lampert-icip2006,
  author = {Christoph H. Lampert and Oliver Wirjadi},
  title = {Anisotropic {G}aussian Filtering using Fixed Point Arithmetic},
  booktitle = {IEEE International Conference on Image Processing (ICIP)},
  year = 2006,
}

@inproceedings{ lampert-das2006,
  author = {Christoph H. Lampert and Thomas M. Breuel},
  title = {Objective Quality Measurement for Geometric Document Image Restoration},
  booktitle = {IAPR Workshop on Document Analysis Systems (DAS)},
  year = {2006},
  note = {extended abstract}
}

@inproceedings{ ulges-trecvid2006,
  author = {Adrian Ulges and Christoph H. Lampert and Daniel Keysers},
  title = {Spatiogram-Based Shot Distances for Video Retrieval}, 
  booktitle={TRECVID Workshop},
  year = 2006,
}

@inproceedings{lampert-cbdar2005,
  author = {Christoph H. Lampert and Tim Braun and Adrian Ulges and Daniel Keysers and Thomas M. Breuel},
  title = {Oblivious Document Capture and Real-Time Retrieval},
  booktitle = {International Workshop on Camera Based Document Analysis and Recognition (CBDAR)},
  year = 2005,
}

@inproceedings{ulges-icdar2005,
  author = {Adrian Ulges and Christoph H. Lampert and Thomas M. Breuel},
  title = {Document Image Dewarping using Robust Estimation of Curled Text Lines},
  booktitle = {International Conference on Document Analysis and Recognition (ICDAR)},
  year = 2005,
}

@inproceedings{ulges-doceng2004,
  author = {Adrian Ulges and Christoph H. Lampert and Thomas M. Breuel},
  title = {Document Capture using Stereo Vision},
  booktitle = {ACM Symposium on Document Engineering},
  year = 2004,
}

@techreport{dhillon-mpi2008,
  author = {Paramveer S. Dhillon and Sebastian Nowozin and Christoph H. Lampert},
  title = {Combining Appearance and Motion for Human Action Classification in Videos},
  institution = {Max-Planck-Institute for Biological Cybernetics},
  number = 174, 
  year = 2008,
}

@techreport{blaschko-mpi2007,
  author = {Matthew B. Blaschko and Thomas Hofmann and Christoph H. Lampert},
  title = {Efficient Subwindow Search for Object Localization},
  number = 164, 
  institution = {Max-Planck-Institute for Biological Cybernetics},
  year = 2007,
}