Reevaluation of color constancy algorithm performance

Journal of the Optical Society of America. A, Optics, Image Science, and Vision
Steven D Hordley, Graham D Finlayson

Abstract

The relative performance of color constancy algorithms is evaluated. We highlight some problems with previous algorithm evaluation and define more appropriate testing procedures. We discuss how best to measure algorithm accuracy on a single image as well as suitable methods for summarizing errors over a set of images. We also discuss how the relative performance of two or more algorithms should best be compared, and we define an experimental framework for testing algorithms. We reevaluate the performance of six color constancy algorithms using the procedures that we set out and show that this leads to a significant change in the conclusions that we draw about relative algorithm performance as compared with those from previous work.

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Citations

Mar 15, 2016·Journal of the Optical Society of America. A, Optics, Image Science, and Vision·Xiandou ZhangHamidreza Mirzaei
Jul 1, 2014·Journal of the Optical Society of America. A, Optics, Image Science, and Vision·Dongliang ChengMichael S Brown
Dec 4, 2012·Journal of the Optical Society of America. A, Optics, Image Science, and Vision·Feng-Ju ChangWei-Lun Chao
Oct 3, 2009·Journal of the Optical Society of America. A, Optics, Image Science, and Vision·Arjan GijsenijMarcel P Lucassen
Nov 4, 2011·Journal of the Optical Society of America. A, Optics, Image Science, and Vision·Sandra Skaff, James J Clark
Dec 11, 2013·Journal of the Optical Society of America. A, Optics, Image Science, and Vision·Marcel P LucassenNiels Dekker
May 12, 2007·Journal of the Optical Society of America. A, Optics, Image Science, and Vision·Francisco Martínez-VerdúEduardo Gilabert
Oct 6, 2010·Journal of the Optical Society of America. A, Optics, Image Science, and Vision·Meng WuGengjian Xue
Sep 15, 2015·Journal of the Optical Society of America. A, Optics, Image Science, and Vision·Meng WuJun Zhou
May 3, 2011·Journal of the Optical Society of America. A, Optics, Image Science, and Vision·Lilong ShiBrian Funt
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Aug 24, 2011·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Arjan GijsenijTheo Gevers
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Oct 17, 2017·Journal of the Optical Society of America. A, Optics, Image Science, and Vision·Shao-Bing GaoYong-Jie Li
Sep 13, 2019·Optics Express·Shao-Bing GaoYong-Jie Li
Oct 17, 2017·Journal of the Optical Society of America. A, Optics, Image Science, and Vision·Haris Ahmad KhanOlivier Laligant
Nov 12, 2020·Journal of the Optical Society of America. A, Optics, Image Science, and Vision·Marco BuzzelliRaimondo Schettini

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