Fc4: Fully convolutional color constancy with confidence-weighted pooling

Y Hu, B Wang, S Lin - … of the IEEE conference on computer …, 2017 - openaccess.thecvf.com
Improvements in color constancy have arisen from the use of convolutional neural networks
(CNNs). However, the patch-based CNNs that exist for this problem are faced with the issue …

Exposing digital image forgeries by illumination color classification

TJ De Carvalho, C Riess… - IEEE Transactions …, 2013 - ieeexplore.ieee.org
For decades, photographs have been used to document space-time events and they have
often served as evidence in courts. Although photographers are able to create composites of …

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 …

Convolutional color constancy

JT Barron - … of the IEEE International Conference on …, 2015 - openaccess.thecvf.com
Color constancy is the problem of inferring the color of the light that illuminated a scene,
usually so that the illumination color can be removed. Because this problem is …

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 …

Corrected-moment illuminant estimation

GD Finlayson - … of the IEEE International Conference on …, 2013 - openaccess.thecvf.com
Image colors are biased by the color of the prevaling illumination. As such the color at pixel
cannot always be used directly in solving vision tasks from recognition, to tracking to general …

Auto white-balance correction for mixed-illuminant scenes

M Afifi, MA Brubaker, MS Brown - Proceedings of the IEEE …, 2022 - openaccess.thecvf.com
Auto white balance (AWB) is applied by camera hardware at capture time to remove the
color cast caused by the scene illumination. The vast majority of white-balance algorithms …

Multi-illuminant estimation with conditional random fields

S Beigpour, C Riess, J Van De Weijer… - … on Image Processing, 2013 - ieeexplore.ieee.org
Most existing color constancy algorithms assume uniform illumination. However, in real-
world scenes, this is not often the case. Thus, we propose a novel framework for estimating …

Conditional gans for multi-illuminant color constancy: Revolution or yet another approach?

O Sidorov - Proceedings of the IEEE/CVF conference on …, 2019 - openaccess.thecvf.com
Non-uniform and multi-illuminant color constancy are important tasks, the solution of which
will allow to discard information about lighting conditions in the image. Non-uniform …

Efficient color constancy with local surface reflectance statistics

S Gao, W Han, K Yang, C Li, Y Li - … 6-12, 2014, Proceedings, Part II 13, 2014 - Springer
The aim of computational color constancy is to estimate the actual surface color in an
acquired scene disregarding its illuminant. Many solutions try to first estimate the illuminant …