---
OA_type: closed access
_id: '3705'
abstract:
- lang: eng
  text: 'Sliding window classifiers are among the most successful and widely applied
    techniques for object localization. However, training is typically done in a way
    that is not specific to the localization task. First a binary classifier is trained
    using a sample of positive and negative examples, and this classifier is subsequently
    applied to multiple regions within test images. We propose instead to treat object
    localization in a principled way by posing it as a problem of predicting structured
    data: we model the problem not as binary classification, but as the prediction
    of the bounding box of objects located in images. The use of a joint-kernel framework
    allows us to formulate the training procedure as a generalization of an SVM, which
    can be solved efficiently. We further improve computational efficiency by using
    a branch-and-bound strategy for localization during both training and testing.
    Experimental evaluation on the PASCAL VOC and TU Darmstadt datasets show that
    the structured training procedure improves pe rformance over binary training as
    well as the best previously published scores.'
alternative_title:
- LNCS
article_processing_charge: No
author:
- first_name: Matthew
  full_name: Blaschko, Matthew
  last_name: Blaschko
- first_name: Christoph
  full_name: Lampert, Christoph
  id: 40C20FD2-F248-11E8-B48F-1D18A9856A87
  last_name: Lampert
  orcid: 0000-0001-8622-7887
citation:
  ama: 'Blaschko M, Lampert C. Learning to localize objects with structured output
    regression. In: <i>10th European Conference on Computer Vision</i>. Vol 5302.
    Springer Nature; 2008:2-15. doi:<a href="https://doi.org/10.1007/978-3-540-88682-2_2">10.1007/978-3-540-88682-2_2</a>'
  apa: 'Blaschko, M., &#38; Lampert, C. (2008). Learning to localize objects with
    structured output regression. In <i>10th European Conference on Computer Vision</i>
    (Vol. 5302, pp. 2–15). Marseille, France: Springer Nature. <a href="https://doi.org/10.1007/978-3-540-88682-2_2">https://doi.org/10.1007/978-3-540-88682-2_2</a>'
  chicago: Blaschko, Matthew, and Christoph Lampert. “Learning to Localize Objects
    with Structured Output Regression.” In <i>10th European Conference on Computer
    Vision</i>, 5302:2–15. Springer Nature, 2008. <a href="https://doi.org/10.1007/978-3-540-88682-2_2">https://doi.org/10.1007/978-3-540-88682-2_2</a>.
  ieee: M. Blaschko and C. Lampert, “Learning to localize objects with structured
    output regression,” in <i>10th European Conference on Computer Vision</i>, Marseille,
    France, 2008, vol. 5302, pp. 2–15.
  ista: 'Blaschko M, Lampert C. 2008. Learning to localize objects with structured
    output regression. 10th European Conference on Computer Vision. ECCV: European
    Conference on Computer Vision, LNCS, vol. 5302, 2–15.'
  mla: Blaschko, Matthew, and Christoph Lampert. “Learning to Localize Objects with
    Structured Output Regression.” <i>10th European Conference on Computer Vision</i>,
    vol. 5302, Springer Nature, 2008, pp. 2–15, doi:<a href="https://doi.org/10.1007/978-3-540-88682-2_2">10.1007/978-3-540-88682-2_2</a>.
  short: M. Blaschko, C. Lampert, in:, 10th European Conference on Computer Vision,
    Springer Nature, 2008, pp. 2–15.
conference:
  end_date: 2008-10-18
  location: Marseille, France
  name: 'ECCV: European Conference on Computer Vision'
  start_date: 2008-10-12
date_created: 2018-12-11T12:04:43Z
date_published: 2008-10-20T00:00:00Z
date_updated: 2026-06-12T11:38:01Z
day: '20'
doi: 10.1007/978-3-540-88682-2_2
extern: '1'
fulldoi: https://doi.org/10.1007/978-3-540-88682-2_2
intvolume: '      5302'
language:
- iso: eng
main_file_link:
- url: http://www.kyb.mpg.de/fileadmin/user_upload/files/publications/attachments/ECCV2008-Blaschko_5247%5b0%5d.pdf
month: '10'
oa_version: None
page: 2 - 15
publication: 10th European Conference on Computer Vision
publication_identifier:
  eisbn:
  - '9783540886822'
  isbn:
  - '9783540886815'
publication_status: published
publisher: Springer Nature
publist_id: '2653'
status: public
title: Learning to localize objects with structured output regression
type: conference
user_id: 317138e5-6ab7-11ef-aa6d-ffef3953e345
volume: 5302
year: '2008'
...