Computational color constancy: Survey and experiments

A Gijsenij, T Gevers… - IEEE transactions on …, 2011 - ieeexplore.ieee.org
Computational color constancy is a fundamental prerequisite for many computer vision
applications. This paper presents a survey of many recent developments and state-of-the-art …

Color constancy using CNNs

S Bianco, C Cusano, R Schettini - Proceedings of the IEEE …, 2015 - cv-foundation.org
In this work we describe a Convolutional Neural Network (CNN) to accurately predict the
scene illumination. Taking image patches as input, the CNN works in the spatial domain …

Deep specialized network for illuminant estimation

W Shi, CC Loy, X Tang - Computer Vision–ECCV 2016: 14th European …, 2016 - Springer
Illuminant estimation to achieve color constancy is an ill-posed problem. Searching the large
hypothesis space for an accurate illuminant estimation is hard due to the ambiguities of …

Illuminant estimation for color constancy: why spatial-domain methods work and the role of the color distribution

D Cheng, DK Prasad, MS Brown - JOSA A, 2014 - opg.optica.org
Color constancy is a well-studied topic in color vision. Methods are generally categorized as
(1) low-level statistical methods,(2) gamut-based methods, and (3) learning-based methods …

Single and multiple illuminant estimation using convolutional neural networks

S Bianco, C Cusano, R Schettini - IEEE Transactions on Image …, 2017 - ieeexplore.ieee.org
In this paper, we present a three-stage method for the estimation of the color of the illuminant
in RAW images. The first stage uses a convolutional neural network that has been specially …

Improving color constancy by photometric edge weighting

A Gijsenij, T Gevers… - IEEE Transactions on …, 2011 - ieeexplore.ieee.org
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 …

Effective learning-based illuminant estimation using simple features

D Cheng, B Price, S Cohen… - Proceedings of the IEEE …, 2015 - cv-foundation.org
Illumination estimation is the process of determining the chromaticity of the illumination in an
imaged scene in order to remove undesirable color casts through white-balancing. While …

Efficient illuminant estimation for color constancy using grey pixels

KF Yang, SB Gao, YJ Li - Proceedings of the IEEE conference on …, 2015 - cv-foundation.org
Illuminant estimation is a key step for computational color constancy. Instead of using the
grey world or grey edge assumptions, we propose in this paper a novel method for …

Exemplar-based color constancy and multiple illumination

HRV Joze, MS Drew - IEEE transactions on pattern analysis …, 2013 - ieeexplore.ieee.org
Exemplar-based learning or, equally, nearest neighbor methods have recently gained
interest from researchers in a variety of computer science domains because of the …

Approaching the computational color constancy as a classification problem through deep learning

SW Oh, SJ Kim - Pattern Recognition, 2017 - Elsevier
Computational color constancy refers to the problem of computing the illuminant color so
that the images of a scene under varying illumination can be normalized to an image under …