English
 
User Manual Privacy Policy Disclaimer Contact us
  Advanced SearchBrowse

Item

ITEM ACTIONSEXPORT
  Object Categorization via Local Kernels

Caputo, B., Wallraven, C., & Nilsback, M.-E. (2004). Object Categorization via Local Kernels. In 17th International Conference on Pattern Recognition: ICPR 2004 (pp. 132-135). Los Alamitos, CA, USA: IEEE Computer Society.

Item is

Basic

show hide
Item Permalink: http://hdl.handle.net/11858/00-001M-0000-0013-F384-4 Version Permalink: http://hdl.handle.net/21.11116/0000-0005-5092-B
Genre: Conference Paper

Files

show Files

Locators

show
hide
Description:
-

Creators

show
hide
 Creators:
Caputo, B, Author
Wallraven, C1, 2, Author              
Nilsback, M-E, Author
Affiliations:
1Department Human Perception, Cognition and Action, Max Planck Institute for Biological Cybernetics, Max Planck Society, ou_1497797              
2Max Planck Institute for Biological Cybernetics, Max Planck Society, Spemannstrasse 38, 72076 Tübingen, DE, ou_1497794              

Content

show
hide
Free keywords: -
 Abstract: In this paper we consider the problem of multi-object categorization. We present an algorithm that combines support vector machines with local features via a new class of Mercer kernels. This class of kernels allows us to perform scalar products on feature vectors consisting of local descriptors, computed around interest points (like corners); these feature vectors are generally of different lengths for different images. The resulting framework is able to recognize multi-object categories in different settings, from lab-controlled to real-world scenes. We present several experiments, on different databases, and we benchmark our results with state-of-the-art algorithms for categorization, achieving excellent results.

Details

show
hide
Language(s):
 Dates: 2004-09
 Publication Status: Published in print
 Pages: -
 Publishing info: -
 Table of Contents: -
 Rev. Type: -
 Identifiers: BibTex Citekey: 2271
DOI: 10.1109/ICPR.2004.1334079
 Degree: -

Event

show
hide
Title: 17th International Conference on Pattern Recognition (ICPR 2004)
Place of Event: Cambridge, UK
Start-/End Date: 2004-08-26

Legal Case

show

Project information

show

Source 1

show
hide
Title: 17th International Conference on Pattern Recognition: ICPR 2004
Source Genre: Proceedings
 Creator(s):
Affiliations:
Publ. Info: Los Alamitos, CA, USA : IEEE Computer Society
Pages: - Volume / Issue: - Sequence Number: - Start / End Page: 132 - 135 Identifier: ISBN: 0-7695-2128-2