A data set for camera-independent color constancy

Ç Aytekin, J Nikkanen… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
In this paper, we provide a novel data set designed for Camera-independent color
constancy research. Camera independence corresponds to the robustness of an algorithm's …

INTEL-TUT dataset for camera invariant color constancy research

C Aytekin, J Nikkanen, M Gabbouj - arXiv preprint arXiv:1703.09778, 2017 - arxiv.org
In this paper, we provide a novel dataset designed for camera invariant color constancy
research. Camera invariance corresponds to the robustness of an algorithm's performance …

Unsupervised learning for color constancy

N Banić, K Koščević, S Lončarić - arXiv preprint arXiv:1712.00436, 2017 - arxiv.org
Most digital camera pipelines use color constancy methods to reduce the influence of
illumination and camera sensor on the colors of scene objects. The highest accuracy of color …

[HTML][HTML] Single pixel spectral color constancy

S Koskinen, E Acar, JK Kämäräinen - International Journal of Computer …, 2024 - Springer
Color constancy is still one of the biggest challenges in camera color processing.
Convolutional neural networks have been able to improve the situation but there are still …

Attention-based convolutional neural network for computer vision color constancy

K Koščević, M Subašić… - 2019 11th International …, 2019 - ieeexplore.ieee.org
Achieving color constancy is an important part of image preprocessing pipeline of
contemporary digital cameras. Its goal is to eliminate the influence of the illumination color …

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 …

Mixed pooling neural networks for color constancy

D Fourure, R Emonet, E Fromont… - … on Image Processing …, 2016 - ieeexplore.ieee.org
Color constancy is the ability of the human visual system to perceive constant colors for a
surface despite changes in the spectrum of the illumination. In computer vision, the main …

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 …

A multi-hypothesis approach to color constancy

D Hernandez-Juarez, S Parisot… - Proceedings of the …, 2020 - openaccess.thecvf.com
Contemporary approaches frame the color constancy problem as learning camera specific
illuminant mappings. While high accuracy can be achieved on camera specific data, these …

Color constancy beyond standard illuminants

O Ulucan, D Ulucan, M Ebner - 2022 IEEE International …, 2022 - ieeexplore.ieee.org
The effects of strong color casts in traditional, learning-based and data-driven color
constancy algorithms is analyzed. This is the first study investigating the response of color …