by Schuldt, Arne, Gottfried, Björn and Herzog, Otthein
Abstract:
Classifying objects in computer vision, we are faced with a great many features one can use. This paper argues that diagrammatic representations help to comprehend properties of features. This is important for the purpose of deciding which features should be used for a given classification task. We introduce such a diagrammatic representation for a shape feature and show how it enables one to decide whether this feature helps to distinguish some categories given. Additionally, it shows that the proposed feature keeps up with other features falling into the same complexity class.
Reference:
Schuldt, Arne, Gottfried, Björn and Herzog, Otthein, "Towards the Visualisation of Shape Features: The Scope Histogram", In 29th Annual German Conference on Artificial Intelligence, Springer-Verlag, no. 4314, Bremen, Germany, pp. 289–301, 2006.
Bibtex Entry:
@inproceedings{Schuldta,
abstract = {Classifying objects in computer vision, we are faced with a great many features one can use. This paper argues that diagrammatic representations help to comprehend properties of features. This is important for the purpose of deciding which features should be used for a given classification task. We introduce such a diagrammatic representation for a shape feature and show how it enables one to decide whether this feature helps to distinguish some categories given. Additionally, it shows that the proposed feature keeps up with other features falling into the same complexity class.},
address = {Bremen, Germany},
annote = {Best Paper Contribution to KI 2006 out of 112 submissions},
author = {Schuldt, Arne and Gottfried, Bj\"{o}rn and Herzog, Otthein},
booktitle = {29th Annual German Conference on Artificial Intelligence},
editor = {Freksa, Christian and Kohlhase, Michael and Schill, Kerstin},
number = {4314},
pages = {289--301},
publisher = {Springer-Verlag},
series = {Lecture Notes in Artificial Intelligence},
title = {{Towards the Visualisation of Shape Features: The Scope Histogram}},
url = {http://www.tzi.de/~aschuldt/publications-ki2006.html},
year = {2006},
keywords = {ISPL}
}