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Color line detection

  • Vinciane Lacroix

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdragepeer review

1 Citaat (Scopus)

Samenvatting

Color line extraction is an important part of the segmentation process. The proposed method is the generalization of the Gradient Line Detector (GLD) to color images. The method relies on the computation of a color gradient field. Existing color gradient are not "oriented": the gradient vector direction is defined up to π, and not up to 2π as it is for a grey-level image. An oriented color gradient which makes use of an ordering of colors is proposed. Although this ordering is arbitrary, the color gradient orientation changes from one to the other side of a line; this change is captured by the GLD. The oriented color gradient is derived from a generalization from scalar to vector: the components of the gradient are defined as a "signed" distance between weighted average colors, the sign being related to their respective order. An efficient averaging method inspired by the Gaussian gradient brings a scale parameter to the line detector. For the distance, the simplest choice is the Euclidean distance, but the best choice depends on the application. As for any feature extraction process, a post-processing is necessary: local maxima should be extracted and linked into curvilinear segments. Some preliminary results using the Euclidean distance are shown on a few images.

Originele taal-2Engels
TitelImage Analysis and Processing, ICIAP 2011 - 16th International Conference, Proceedings
Pagina's318-326
Aantal pagina's9
UitgavePART 1
DOI's
StatusGepubliceerd - 2011
Evenement16th International Conference on Image Analysis and Processing, ICIAP 2011 - Ravenna, Italië
Duur: 14 sep 201116 sep 2011

Publicatie series

NaamLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
NummerPART 1
Volume6978 LNCS
ISSN van geprinte versie0302-9743
ISSN van elektronische versie1611-3349

Congres

Congres16th International Conference on Image Analysis and Processing, ICIAP 2011
Land/RegioItalië
StadRavenna
Periode14/09/1116/09/11

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