[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 …

Object-based color constancy in a deep neural network

H Heidari-Gorji, KR Gegenfurtner - JOSA A, 2023 - opg.optica.org
Color constancy refers to our capacity to see consistent colors under different illuminations.
In computer vision and image processing, color constancy is often approached by explicit …

Learning colour constancy using convolutional neural networks

H Yuzuguzel - 2015 - trepo.tuni.fi
Colour constancy has attracted attention of researchers from the academy and industry as it
is a fundamental preprocessing task in many computer vision applications. Colour …

Artificial color constancy via GoogleNet with angular loss function

O Sidorov - Applied Artificial Intelligence, 2020 - Taylor & Francis
Color constancy is the ability of the human visual system to perceive colors unchanged
independently of illumination. Giving a machine this feature will be beneficial in many fields …

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 …

Cross-camera convolutional color constancy

M Afifi, JT Barron, C LeGendre… - Proceedings of the …, 2021 - openaccess.thecvf.com
Abstract We present" Cross-Camera Convolutional Color Constancy"(C5), a learning-based
method, trained on images from multiple cameras, that accurately estimates a scene'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 …

[PDF][PDF] Color Constancy by Deep Learning.

Z Lou, T Gevers, N Hu, MP Lucassen - BMVC, 2015 - pure.uva.nl
Computational color constancy aims to estimate the color of the light source. The
performance of many vision tasks, such as object detection and scene understanding, may …

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 …

Autoencoder-based training for multi-illuminant color constancy

D Vršnak, I Domislović, M Subašić, S Lončarić - JOSA A, 2022 - opg.optica.org
Color constancy is an essential component of the human visual system. It enables us to
discern the color of objects invariant to the illumination that is present. This ability is difficult …