Computer Vision: Publications

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@inproceedings{Martinez:2014,
  title = "Bayesian Optimization with an Empirical Hardness Model for Approximate Nearest Neighbour Search",
  author = "Julieta Martinez and James Little and Nando de Freitas",
  year = "2014",
  booktitle = "IEEE Winter Conference on Applications of Computer Vision (WACV)",
  url = "http://www.cs.ubc.ca/~julm/papers/julieta_wacv_14.pdf",
}

@inproceedings{Denil:2013,
  title = "Predicting Parameters in Deep Learning",
  author = "Misha Denil and Babak Shakibi and Laurent Dinh and Marc'Aurelio Ranzato and Nando de Freitas",
  year = "2013",
  booktitle = "Advances in Neural Information Processing Systems (NIPS)",
  url = "http://machinelearning.wustl.edu/mlpapers/paper_files/NIPS2013_5025.pdf",
}

@incollection{Carbonetto:2006b,
  title = "A Semi-supervised Learning Approach to Object Recognition with Spatial Integration of Local Features and Segmentation Cues",
  author = "Carbonetto, Peter and Dorkó, Gyuri and Schmid, Cordelia and Kück, Hendrik and Freitas, Nando",
  year = "2006",
  booktitle = "Toward Category-Level Object Recognition",
  editor = "Ponce, Jean and Hebert, Martial and Schmid, Cordelia and Zisserman, Andrew",
  isbn = "978-3-540-68794-8",
  pages = "277-300",
  publisher = "Springer Berlin Heidelberg",
  series = "Lecture Notes in Computer Science",
  url = "http://dx.doi.org/10.1007/11957959_15",
  volume = "4170",
  doi = "10.1007/11957959_15",
}

@inproceedings{Kuck:2005,
  title = "Learning about individuals from group statistics",
  author = "Hendrik Kuck and Nando de Freitas",
  year = "2005",
  address = "Arlington, Virginia",
  booktitle = "Uncertainty in Artificial Intelligence (UAI)",
  pages = "332--339",
  publisher = "AUAI Press",
  url = "http://uai.sis.pitt.edu/papers/05/p332-kuck.pdf",
}

@inproceedings{Carbonetto:2004,
  title = "A Statistical Model for General Contextual Object Recognition",
  author = "Carbonetto, Peter and Freitas, Nando and Barnard, Kobus",
  year = "2004",
  booktitle = "European Conference on Computer Vision (ECCV)",
  editor = "Pajdla, Tomas and Matas, Jiri",
  isbn = "978-3-540-21984-2",
  pages = "350--362",
  publisher = "Springer Berlin Heidelberg",
  series = "Lecture Notes in Computer Science",
  url = "http://dx.doi.org/10.1007/978-3-540-24670-1_27",
  volume = "3021",
  doi = "10.1007/978-3-540-24670-1_27",
}

@article{Barnard:2003,
  title = "Matching words and pictures",
  author = "Barnard, Kobus and Duygulu, Pinar and Forsyth, David and de Freitas, Nando and Blei, David M. and Jordan, Michael I.",
  year = "2003",
  issn = "1532-4435",
  journal = "Journal of Machine Learning Research",
  month = "mar",
  pages = "1107--1135",
  publisher = "JMLR.org",
  url = "http://dl.acm.org/citation.cfm?id=944919.944965",
  volume = "3",
}

@inproceedings{Brochu:2003,
  title = "The Sound of an Album Cover: Probabilistic Multimedia and Information Retrieval",
  author = "Eric Brochu and Nando de Freitas and Kejie Bao",
  year = "2003",
  booktitle = "Artificial Intelligence and Statistics (AISTATS)",
  url = "http://www.cs.ubc.ca/~nando/papers/aismedia.pdf",
}

@inproceedings{Carbonetto:2003,
  title = "Why can't Jos\é read?: the problem of learning semantic associations in a robot environment",
  author = "Carbonetto, Peter and de Freitas, Nando",
  year = "2003",
  address = "Stroudsburg, PA, USA",
  booktitle = "Proceedings of the HLT-NAACL 2003 workshop on Learning word meaning from non-linguistic data",
  pages = "54--61",
  publisher = "Association for Computational Linguistics",
  series = "HLT-NAACL-LWM '04",
  url = "http://dx.doi.org/10.3115/1119212.1119220",
  doi = "10.3115/1119212.1119220",
}

@inproceedings{Carbonetto:2003b,
  title = "Bayesian Feature Weighting for Unsupervised Learning, with Application to Object Recognition",
  author = "Peter Carbonetto and Nando de Freitas and Paul Gustafson and Natalie Thompson",
  year = "2003",
  booktitle = "Artificial Intelligence and Statistics (AISTATS)",
  url = "http://www.cs.ubc.ca/~nando/papers/shrinkage.pdf",
}

@inproceedings{Duygulu:2002,
  title = "Object Recognition as Machine Translation: Learning a Lexicon for a Fixed Image Vocabulary",
  author = "Duygulu, P. and Barnard, K. and Freitas, J.F.G. and Forsyth, D.A.",
  year = "2002",
  booktitle = "European Conference on Computer Vision (ECCV)",
  editor = "Heyden, Anders and Sparr, Gunnar and Nielsen, Mads and Johansen, Peter",
  isbn = "978-3-540-43748-2",
  note = "Best Paper prize in Cognitive Vision",
  pages = "97-112",
  publisher = "Springer Berlin Heidelberg",
  series = "Lecture Notes in Computer Science",
  url = "http://dx.doi.org/10.1007/3-540-47979-1_7",
  volume = "2353",
  doi = "10.1007/3-540-47979-1_7",
}