Improving color constancy by photometric edge weighting

Arjan Gijsenij, Theo Gevers, Joost Van De Weijer

Research output: Contribution to journalArticleResearchpeer-review

105 Citations (Scopus)

Abstract

Edge-based color constancy methods make use of image derivatives to estimate the illuminant. However, different edge types exist in real-world images, such as material, shadow, and highlight edges. These different edge types may have a distinctive influence on the performance of the illuminant estimation. Therefore, in this paper, an extensive analysis is provided of different edge types on the performance of edge-based color constancy methods. First, an edge-based taxonomy is presented classifying edge types based on their photometric properties (e.g., material, shadow-geometry, and highlights). Then, a performance evaluation of edge-based color constancy is provided using these different edge types. From this performance evaluation, it is derived that specular and shadow edge types are more valuable than material edges for the estimation of the illuminant. To this end, the (iterative) weighted Gray-Edge algorithm is proposed in which these edge types are more emphasized for the estimation of the illuminant. Images that are recorded under controlled circumstances demonstrate that the proposed iterative weighted Gray-Edge algorithm based on highlights reduces the median angular error with approximately 25 percent. In an uncontrolled environment, improvements in angular error up to 11 percent are obtained with respect to regular edge-based color constancy. © 2012 IEEE.
Original languageEnglish
Article number6042872
Pages (from-to)918-929
JournalIEEE Transactions on Pattern Analysis and Machine Intelligence
Volume34
Issue number5
DOIs
Publication statusPublished - 4 Apr 2012

Keywords

  • Color constancy
  • edge classification
  • Gray Edge
  • illuminant estimation

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