Learning color constancy

B Funt, V Cardei, K Barnard - Color and Imaging Conference, 1996 - library.imaging.org
color constancy can be learned by a standard neural network. Of course, the disadvantage
of the neural network … there is no way to know exactly what it is that the network learned. The …

[PDF][PDF] A real-time neural system for color constancy

A Moore, J Allman… - … on Neural networks, 1991 - authors.library.caltech.edu
… Abstract-This paper presents a neural network approach to the problem of color constancy.
Various … color constancy abilities and qualitatively mimics aspects of human color perception. …

Investigation of color constancy with a neural network

R Stanikunas, H Vaitkevicius, JJ Kulikowski - Neural Networks, 2004 - Elsevier
… successfully trained neural net calculates color differences … to the neural net, we conclude
that to satisfy the color constancy … the background color and the other to estimate the color

Machine learning approach to color constancy

V Agarwal, AV Gribok, MA Abidi - Neural Networks, 2007 - Elsevier
Neural networks (NNs) and support vector regression (SVR) in particular, have been shown
to outperform many traditional color constancy algorithms. However, neither neural networks

What else can fool deep learning? Addressing color constancy errors on deep neural network performance

M Afifi, MS Brown - Proceedings of the IEEE/CVF …, 2019 - openaccess.thecvf.com
… be used to fool deep neural networks (DNNs) into pro… color constancy, which makes up
the white-balance (WB) routine on digital cameras. We focus on computational color constancy

A multistage neural network for color constancy and color induction

SM Courtney, LH Finkel… - … on Neural Networks, 1995 - ieeexplore.ieee.org
… Natural Illuminants: Because of the importance for practical applications and for evolutionary
significance, we begin by looking at the color constancy abilities of the network under …

Color constancy using CNNs

S Bianco, C Cusano, R Schettini - Proceedings of the IEEE …, 2015 - cv-foundation.org
… can make use of color constancy processing as a pre… color constancy, using a CNN to learn
discriminant features for the illuminant estimation task. Recently, deep neural networks have …

[PDF][PDF] An overview of color constancy algorithms

V Agarwal, BR Abidi, A Koschan… - Journal of Pattern …, 2006 - academia.edu
… In this paper, we present a review of established color constancyneural networks achieved
better color constancy than color by correlation [13]. Ebner [17] proposed a neural network

Attention-based convolutional neural network for computer vision color constancy

K Koščević, M Subašić… - 2019 11th International …, 2019 - ieeexplore.ieee.org
… and human vision color constancy. The method proposed in this paper relates to the computer
vision color constancy. The most important part of the computer vision color constancy is …

[HTML][HTML] Deep neural models for color classification and color constancy

A Flachot, A Akbarinia, HH Schütt, RW Fleming… - Journal of …, 2022 - tvst.arvojournals.org
Color constancy is our ability to perceive constant colors across varying illuminations. Here,
we trained deep neural networks to be color constant and evaluated their performance with …