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A graph-based color lines model for image analysis

  • D. Duque-Arias
  • , S. Velasco-Forero
  • , J. E. Deschaud
  • , F. Goulette
  • , B. Marcotegui
  • Mines ParisTech
  • MINES ParisTech

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

2 Citations (Scopus)

Abstract

This paper addresses the problem of obtaining a concise description of spectral representation for color images. The proposed method is a graph-based formulation of the well-known Color Lines model. It generalizes the lines to piece-wise lines, been able to fit more complex structures. We illustrate the goodness of proposed method by measuring the quality of the simplified representations in images and videos. The quality of video sequences reconstructed by means of proposed color lines extracted from the first frame demonstrates the robustness of our representation. Our formalism allows to address applications such as image segmentation, shadow correction among others.

Original languageEnglish
Title of host publicationImage Analysis and Processing – ICIAP 2019 - 20th International Conference, Proceedings
EditorsElisa Ricci, Nicu Sebe, Samuel Rota Bulò, Cees Snoek, Oswald Lanz, Stefano Messelodi
PublisherSpringer Verlag
Pages181-191
Number of pages11
ISBN (Print)9783030306441
DOIs
Publication statusPublished - 1 Jan 2019
Externally publishedYes
Event20th International Conference on Image Analysis and Processing, ICIAP 2019 - Trento, Italy
Duration: 9 Sept 201913 Sept 2019

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume11752 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference20th International Conference on Image Analysis and Processing, ICIAP 2019
Country/TerritoryItaly
CityTrento
Period9/09/1913/09/19

Keywords

  • Color lines
  • Gaussian mixture model
  • Graph-based modeling
  • Minimum Spanning Tree
  • Spectral representation

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