Please note that LibreCat no longer supports Internet Explorer versions 8 or 9 (or earlier).

We recommend upgrading to the latest Internet Explorer, Google Chrome, or Firefox.




87 Publications

2017 | Conference Paper | IST-REx-ID: 998 | OA
Rebuffi SA, Kolesnikov A, Sperl G, Lampert C. 2017. iCaRL: Incremental classifier and representation learning. CVPR: Computer Vision and Pattern Recognition vol. 2017. 5533–5542.
View | DOI | Download Submitted Version (ext.)
 
2017 | Conference Paper | IST-REx-ID: 999 | OA
Pentina A, Lampert C. 2017. Multi-task learning with labeled and unlabeled tasks. ICML: International Conference on Machine Learning, PMLR, vol. 70. 2807–2816.
View | Download Submitted Version (ext.)
 
2017 | Conference Paper | IST-REx-ID: 1000 | OA
Kolesnikov A, Lampert C. 2017. PixelCNN models with auxiliary variables for natural image modeling. ICML: International Conference on Machine Learning, PMLR, vol. 70. 1905–1914.
View | Download Submitted Version (ext.)
 
2017 | Conference Paper | IST-REx-ID: 1108 | OA
Zimin A, Lampert C. 2017. Learning theory for conditional risk minimization. AISTATS: Artificial Intelligence and Statistics, PMLR, vol. 54. 213–222.
View | Download Submitted Version (ext.)
 
2016 | Conference Paper | IST-REx-ID: 1707
Pielorz J, Lampert C. 2016. Optimal geospatial allocation of volunteers for crisis management. ICT-DM: Information and Communication Technologies for Disaster Management
View | DOI
 
2016 | Conference Paper | IST-REx-ID: 8094 | OA
Martius GS, Hostettler R, Knoll A, Der R. 2016. Self-organized control of an tendon driven arm by differential extrinsic plasticity. Proceedings of the Artificial Life Conference 2016. ALIFE 2016: 15th International Conference on the Synthesis and Simulation of Living Systems vol. 28. 142–143.
View | Files available | DOI
 
2016 | Conference Paper | IST-REx-ID: 1098 | OA
Pentina A, Urner R. 2016. Lifelong learning with weighted majority votes. NIPS: Neural Information Processing Systems, Advances in Neural Information Processing Systems, vol. 29. 3619–3627.
View | Files available
 
2016 | Conference Paper | IST-REx-ID: 1102 | OA
Kolesnikov A, Lampert C. 2016. Improving weakly-supervised object localization by micro-annotation. Proceedings of the British Machine Vision Conference 2016. BMVC: British Machine Vision Conference vol. 2016–September. 92.1-92.12.
View | DOI | Download Published Version (ext.)
 
2016 | Thesis | IST-REx-ID: 1126 | OA
Pentina A. 2016. Theoretical foundations of multi-task lifelong learning, IST Austria, 127p.
View | Files available | DOI
 
2016 | Conference Paper | IST-REx-ID: 1214
Martius GS, Hostettler R, Knoll A, Der R. 2016. Compliant control for soft robots: Emergent behavior of a tendon driven anthropomorphic arm. IEEE RSJ International Conference on Intelligent Robots and Systems IROS vol. 2016–November.
View | DOI
 
2016 | Conference Paper | IST-REx-ID: 1369 | OA
Kolesnikov A, Lampert C. 2016. Seed, expand and constrain: Three principles for weakly-supervised image segmentation. ECCV: European Conference on Computer Vision, LNCS, vol. 9908. 695–711.
View | DOI | Download Preprint (ext.)
 
2015 | Journal Article | IST-REx-ID: 1655 | OA
Martius GS, Olbrich E. 2015. Quantifying emergent behavior of autonomous robots. Entropy. 17(10), 7266–7297.
View | Files available | DOI
 
2015 | Conference Paper | IST-REx-ID: 1706 | OA
Pentina A, Ben David S. 2015. Multi-task and lifelong learning of kernels. ALT: Algorithmic Learning Theory, LNCS, vol. 9355. 194–208.
View | DOI | Download Preprint (ext.)
 
2015 | Conference Paper | IST-REx-ID: 1857 | OA
Pentina A, Sharmanska V, Lampert C. 2015. Curriculum learning of multiple tasks. CVPR: Computer Vision and Pattern Recognition 5492–5500.
View | DOI | Download Preprint (ext.)
 
2015 | Conference Paper | IST-REx-ID: 1858 | OA
Lampert C. 2015. Predicting the future behavior of a time-varying probability distribution. CVPR: Computer Vision and Pattern Recognition 942–950.
View | DOI | Download Preprint (ext.) | arXiv
 
2015 | Conference Paper | IST-REx-ID: 1859 | OA
Shah N, Kolmogorov V, Lampert C. 2015. A multi-plane block-coordinate Frank-Wolfe algorithm for training structural SVMs with a costly max-oracle. CVPR: Computer Vision and Pattern Recognition 2737–2745.
View | DOI | Download Preprint (ext.)
 
2015 | Conference Paper | IST-REx-ID: 1860 | OA
Royer A, Lampert C. 2015. Classifier adaptation at prediction time. CVPR: Computer Vision and Pattern Recognition 1401–1409.
View | DOI | Download Submitted Version (ext.)
 
2015 | Thesis | IST-REx-ID: 1401
Sharmanska V. 2015. Learning with attributes for object recognition: Parametric and non-parametrics views, IST Austria, 144p.
View | Download None (ext.)
 
2015 | Conference Paper | IST-REx-ID: 1425 | OA
Pentina A, Lampert C. 2015. Lifelong learning with non-i.i.d. tasks. NIPS: Neural Information Processing Systems, Advances in Neural Information Processing Systems, vol. 2015. 1540–1548.
View | Download None (ext.)
 
2015 | Journal Article | IST-REx-ID: 1533
Xia W, Domokos C, Xiong J, Cheong L, Yan S. 2015. Segmentation over detection via optimal sparse reconstructions. IEEE Transactions on Circuits and Systems for Video Technology. 25(8), 1295–1308.
View | DOI
 
2015 | Journal Article | IST-REx-ID: 1570 | OA
Der R, Martius GS. 2015. Novel plasticity rule can explain the development of sensorimotor intelligence. PNAS. 112(45), E6224–E6232.
View | DOI | Download Submitted Version (ext.) | PubMed | Europe PMC
 
2014 | Book Chapter | IST-REx-ID: 1829
Muelling K, Kroemer O, Lampert C, Schölkopf B. 2014. Movement templates for learning of hitting and batting. Learning Motor Skills. From Algorithms to Robot Experiments, Springer Tracts in Advanced Robotics, vol. 97. 69–82.
View | DOI
 
2014 | Conference Paper | IST-REx-ID: 2033 | OA
Hernandez Lobato D, Sharmanska V, Kersting K, Lampert C, Quadrianto N. 2014. Mind the nuisance: Gaussian process classification using privileged noise. Advances in Neural Information Processing Systems. NIPS: Neural Information Processing Systems vol. 1. 837–845.
View | Download Submitted Version (ext.)
 
2014 | Conference Paper | IST-REx-ID: 2057 | OA
Morvant E, Habrard A, Ayache S. 2014. Majority vote of diverse classifiers for late fusion. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). IAPR: International Workshop on Structural, Syntactic, and Statistical Pattern Recognition, LNCS, vol. 8621. 153–162.
View | DOI | Download Preprint (ext.) | arXiv
 
2014 | Conference Paper | IST-REx-ID: 2160 | OA
Pentina A, Lampert C. 2014. A PAC-Bayesian bound for Lifelong Learning. ICML: International Conference on Machine Learning vol. 32. 991–999.
View | Download Submitted Version (ext.)
 
2014 | Conference Paper | IST-REx-ID: 2171 | OA
Kolesnikov A, Guillaumin M, Ferrari V, Lampert C. 2014. Closed-form approximate CRF training for scalable image segmentation. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). ECCV: European Conference on Computer Vision, LNCS, vol. 8691. 550–565.
View | DOI | Download Submitted Version (ext.)
 
2014 | Conference Paper | IST-REx-ID: 2172
Sydorov V, Sakurada M, Lampert C. 2014. Deep Fisher Kernels – End to end learning of the Fisher Kernel GMM parameters. Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition. CVPR: Computer Vision and Pattern Recognition 1402–1409.
View | DOI
 
2014 | Conference Paper | IST-REx-ID: 2173 | OA
Khamis S, Lampert C. 2014. CoConut: Co-classification with output space regularization. Proceedings of the British Machine Vision Conference 2014. BMVC: British Machine Vision Conference
View | Files available
 
2014 | Journal Article | IST-REx-ID: 2180 | OA
Bellet A, Habrard A, Morvant E, Sebban M. 2014. Learning a priori constrained weighted majority votes. Machine Learning. 97(1–2), 129–154.
View | DOI | Download Submitted Version (ext.)
 
2014 | Conference Paper | IST-REx-ID: 2189 | OA
Morvant E. 2014. Adaptation de domaine de vote de majorité par auto-étiquetage non itératif. CAP: Conférence Francophone sur l’Apprentissage Automatique (Machine Learning French Conference) vol. 1. 49–58.
View | Download Preprint (ext.)
 
2013 | Conference Paper | IST-REx-ID: 2293 | OA
Sharmanska V, Quadrianto N, Lampert C. 2013. Learning to rank using privileged information. ICCV: International Conference on Computer Vision 825–832.
View | DOI | Download Submitted Version (ext.)
 
2013 | Conference Paper | IST-REx-ID: 2294 | OA
Kazmar T, Kvon E, Stark A, Lampert C. 2013. Drosophila Embryo Stage Annotation using Label Propagation. ICCV: International Conference on Computer Vision
View | DOI | Download Submitted Version (ext.)
 
2013 | Journal Article | IST-REx-ID: 2516
Lampert C, Nickisch H, Harmeling S. 2013. Attribute-based classification for zero-shot learning of object categories. IEEE Transactions on Pattern Analysis and Machine Intelligence. 36(3), 453–465.
View | DOI
 
2013 | Conference Paper | IST-REx-ID: 2520 | OA
Quadrianto N, Sharmanska V, Knowles D, Ghahramani Z. 2013. The supervised IBP: Neighbourhood preserving infinite latent feature models. Proceedings of the 29th conference uncertainty in Artificial Intelligence. UAI: Uncertainty in Artificial Intelligence 527–536.
View | Files available
 
2013 | Conference Paper | IST-REx-ID: 2901 | OA
Chen C, Kolmogorov V, Yan Z, Metaxas D, Lampert C. 2013. Computing the M most probable modes of a graphical model. AISTATS: Conference on Uncertainty in Artificial Intelligence, JMLR: W&CP, vol. 31. 161–169.
View | Download None (ext.)
 
2013 | Conference Paper | IST-REx-ID: 2948 | OA
Tommasi T, Quadrianto N, Caputo B, Lampert C. 2013. Beyond dataset bias: Multi-task unaligned shared knowledge transfer. 7724, 1–15.
View | Files available | DOI
 
2013 | Encyclopedia Article | IST-REx-ID: 3321
Quadrianto N, Lampert C. 2013. Kernel based learning. Encyclopedia of Systems Biology. vol. 3. 1069–1069.
View | DOI
 
2012 | Conference Paper | IST-REx-ID: 2825
Lampert C. 2012. Dynamic pruning of factor graphs for maximum marginal prediction. NIPS: Neural Information Processing Systems vol. 1. 82–90.
View
 
2012 | Technical Report | IST-REx-ID: 5396 | OA
Korc F, Kolmogorov V, Lampert C. 2012. Approximating marginals using discrete energy minimization, IST Austria, 13p.
View | Files available | DOI
 
2012 | Conference Paper | IST-REx-ID: 2915
Kroemer O, Lampert C, Peters J. 2012. Multi-modal learning for dynamic tactile sensing
View
 
2012 | Conference Paper | IST-REx-ID: 3124 | OA
Korc F, Kolmogorov V, Lampert C. 2012. Approximating marginals using discrete energy minimization. ICML: International Conference on Machine Learning, Inferning 2012,
View | Files available
 
2012 | Conference Paper | IST-REx-ID: 3125 | OA
Sharmanska V, Quadrianto N, Lampert C. 2012. Augmented attribute representations. ECCV: European Conference on Computer Vision, LNCS, vol. 7576. 242–255.
View | Files available | DOI
 
2012 | Conference Paper | IST-REx-ID: 3126
Müller A, Nowozin S, Lampert C. 2012. Information theoretic clustering using minimal spanning trees. DAGM: German Association For Pattern Recognition, LNCS, vol. 7476. 205–215.
View | DOI
 
2012 | Conference Paper | IST-REx-ID: 3127 | OA
Quadrianto N, Lampert C, Chen C. 2012. The most persistent soft-clique in a set of sampled graphs. Proceedings of the 29th International Conference on Machine Learning. ICML: International Conference on Machine Learning 211–218.
View | Download Preprint (ext.)
 
2012 | Journal Article | IST-REx-ID: 3164
Blaschko M, Lampert C. 2012. Guest editorial: Special issue on structured prediction and inference. International Journal of Computer Vision. 99(3), 257–258.
View | DOI
 
2012 | Journal Article | IST-REx-ID: 3248 | OA
Lampert C, Peters J. 2012. Real-time detection of colored objects in multiple camera streams with off-the-shelf hardware components. Journal of Real-Time Image Processing. 7(1), 31–41.
View | Files available | DOI
 
2011 | Technical Report | IST-REx-ID: 5386 | OA
Chen C, Freedman D, Lampert C. 2011. Enforcing topological constraints in random field image segmentation, IST Austria, 69p.
View | Files available | DOI
 
2011 | Conference Paper | IST-REx-ID: 3163
Lampert C. 2011. Maximum margin multi-label structured prediction. NIPS: Neural Information Processing Systems
View | Files available
 
2011 | Conference Paper | IST-REx-ID: 3319
Quadrianto N, Lampert C. 2011. Learning multi-view neighborhood preserving projections. ICML: International Conference on Machine Learning 425–432.
View
 
2011 | Journal Article | IST-REx-ID: 3320 | OA
Nowozin S, Lampert C. 2011. Structured learning and prediction in computer vision. Foundations and Trends in Computer Graphics and Vision. 6(3–4), 185–365.
View | Files available | DOI
 

Search

Filter Publications