English
 
Help Privacy Policy Disclaimer
  Advanced SearchBrowse

Item

ITEM ACTIONSEXPORT
  A Semantic Typicality Measure for Natural Scene Categorization

Vogel, J., & Schiele, B. (2004). A Semantic Typicality Measure for Natural Scene Categorization. In C. Rasmussen, H. Bülthoff, B. Schölkopf, & M. Giese (Eds.), Pattern Recognition: 26th DAGM Symposium, Tübingen, Germany, August 30 - September 1, 2004. Berlin, Germany: Springer.

Item is

Files

show Files

Locators

show

Creators

show
hide
 Creators:
Vogel, J1, Author              
Schiele, B, Author
Affiliations:
1External Organizations, ou_persistent22              

Content

show
hide
Free keywords: -
 Abstract: We propose an approach to categorize real-world natural scenes based on a semantic typicality measure. The proposed typicality measure allows to grade the similarity of an image with respect to a scene category. We argue that such a graded decision is appropriate and justified both from a human's perspective as well as from the image-content point of view. The method combines bottom-up information of local semantic concepts with the typical semantic content of an image category. Using this learned category representation the proposed typicality measure also quantifies the semantic transitions between image categories such as coasts, rivers/lakes, forest, plains, mountains or sky/clouds. The method is evaluated quantitatively and qualitatively on a database of natural scenes. The experiments show that the typicality measure well represents the diversity of the given image categories as well as the ambiguity in human judgment of image categorization.

Details

show
hide
Language(s):
 Dates: 2004-09
 Publication Status: Published in print
 Pages: -
 Publishing info: -
 Table of Contents: -
 Rev. Type: -
 Identifiers: BibTex Citekey: 3208
DOI: 10.1007/978-3-540-28649-3_24
 Degree: -

Event

show
hide
Title: 26th Annual Symposium of the German Association for Pattern Recognition (DAGM 2004)
Place of Event: Tübingen, Germany
Start-/End Date: 2004-08-30 - 2004-09-01

Legal Case

show

Project information

show

Source 1

show
hide
Title: Pattern Recognition: 26th DAGM Symposium, Tübingen, Germany, August 30 - September 1, 2004
Source Genre: Proceedings
 Creator(s):
Rasmussen, CE1, Editor            
Bülthoff, HH1, Editor            
Schölkopf, B1, Editor            
Giese, MA, Editor            
Affiliations:
1 Max Planck Institute for Biological Cybernetics, Max Planck Society, ou_1497794            
Publ. Info: Berlin, Germany : Springer
Pages: - Volume / Issue: - Sequence Number: - Start / End Page: - Identifier: ISBN: 978-3-540-22945-2

Source 2

show
hide
Title: Lecture Notes in Computer Science
Source Genre: Series
 Creator(s):
Affiliations:
Publ. Info: -
Pages: - Volume / Issue: 3175 Sequence Number: - Start / End Page: - Identifier: -