---
_id: '3707'
abstract:
- lang: eng
  text: Over the last years, kernel methods have established themselves as powerful
    tools for computer vision researchers as well as for practitioners. In this tutorial,
    we give an introduction to kernel methods in computer vision from a geometric
    perspective, introducing not only the ubiquitous support vector machines, but
    also less known techniques for regression, dimensionality reduction, outlier detection
    and clustering. Additionally, we give an outlook on very recent, non-classical
    techniques for the prediction of structure data, for the estimation of statistical
    dependency and for learning the kernel function itself. All methods are illustrated
    with examples of successful application from the recent computer vision research
    literature.
alternative_title:
- Foundations and Trends® in Computer Graphics and Vision
article_processing_charge: No
author:
- first_name: Christoph
  full_name: Lampert, Christoph
  id: 40C20FD2-F248-11E8-B48F-1D18A9856A87
  last_name: Lampert
  orcid: 0000-0001-8622-7887
citation:
  ama: Lampert C. <i>Kernel Methods in Computer Vision</i>. Vol 4. now publishers;
    2009. doi:<a href="https://doi.org/10.1561/0600000027">10.1561/0600000027</a>
  apa: Lampert, C. (2009). <i>Kernel Methods in Computer Vision</i> (Vol. 4). now
    publishers. <a href="https://doi.org/10.1561/0600000027">https://doi.org/10.1561/0600000027</a>
  chicago: Lampert, Christoph. <i>Kernel Methods in Computer Vision</i>. Vol. 4. now
    publishers, 2009. <a href="https://doi.org/10.1561/0600000027">https://doi.org/10.1561/0600000027</a>.
  ieee: C. Lampert, <i>Kernel Methods in Computer Vision</i>, vol. 4. now publishers,
    2009.
  ista: Lampert C. 2009. Kernel Methods in Computer Vision, now publishers, 112p.
  mla: Lampert, Christoph. <i>Kernel Methods in Computer Vision</i>. Vol. 4, now publishers,
    2009, doi:<a href="https://doi.org/10.1561/0600000027">10.1561/0600000027</a>.
  short: C. Lampert, Kernel Methods in Computer Vision, now publishers, 2009.
date_created: 2018-12-11T12:04:44Z
date_published: 2009-09-03T00:00:00Z
date_updated: 2021-12-21T15:38:43Z
day: '03'
doi: 10.1561/0600000027
extern: '1'
intvolume: '         4'
language:
- iso: eng
month: '09'
oa_version: None
page: '112'
publication_identifier:
  eisbn:
  - 978-1-60198-269-8
  isbn:
  - 978-1-60198-268-1
publication_status: published
publisher: now publishers
publist_id: '2651'
quality_controlled: '1'
status: public
title: Kernel Methods in Computer Vision
type: book
user_id: 8b945eb4-e2f2-11eb-945a-df72226e66a9
volume: 4
year: '2009'
...