Very deep learning-based illumination estimation approach with cascading residual network architecture (CRNA)

HH Choi, BJ Yun - IEEE Access, 2021 - ieeexplore.ieee.org
For the imaging signal processing (ISP) pipeline of digital image devices, it is of high
significance to remove undesirable illuminant effects and obtain color invariance, commonly …

CNN-based illumination estimation with semantic information

HH Choi, HS Kang, BJ Yun - Applied Sciences, 2020 - mdpi.com
For more than a decade, both academia and industry have focused attention on the
computer vision and in particular the computational color constancy (CVCC). The CVCC is …

Robust channel-wise illumination estimation

F Laakom, J Raitoharju, J Nikkanen, A Iosifidis… - arXiv preprint arXiv …, 2021 - arxiv.org
Recently, Convolutional Neural Networks (CNNs) have been widely used to solve the
illuminant estimation problem and have often led to state-of-the-art results. Standard …

[PDF][PDF] Dive into illuminant estimation from a pure color view

S Yue, M Wei - Color and Imaging Conference, 2022 - library.imaging.org
Illuminant estimation is critically important in computational color constancy, which has
attracted great attentions and motivated the development of various statistical-and learning …

Color constancy by reweighting image feature maps

J Qiu, H Xu, Z Ye - IEEE Transactions on Image Processing, 2020 - ieeexplore.ieee.org
In this study, a novel illuminant color estimation framework is proposed for computational
color constancy, which incorporates the high representational capacity of deep-learning …

ReCC-GAN: scene global illuminant estimation network based on Retinex and generative adversarial network

P Zhao, B Su, R Chai, P Qin… - Journal of Electronic …, 2024 - spiedigitallibrary.org
In capturing images, cameras often encounter color-cast problems owing to variations in the
illumination of different scenes. Existing algorithms attempt to estimate the illuminant …

Deep learning-based illumination estimation using light source classification

K Koščević, M Subašić, S Lončarić - IEEE access, 2020 - ieeexplore.ieee.org
Color constancy is one of the key steps in the process of image formation in digital cameras.
Its goal is to process the image so that there is no influence of illumination color on the …

Illuminant Estimation By Deep Learning

HH Miqdad - 2018 - qspace.qu.edu.qa
Computational color constancy refers to the problem of estimating the color of the scene
illumination in a color image, followed by color correction of the image through a white …

CVCC model: learning-based computer vision color constancy with RiR-DSN architecture

HH Choi - Sensors, 2023 - mdpi.com
To achieve computer vision color constancy (CVCC), it is vital but challenging to estimate
scene illumination from a digital image, which distorts the true color of an object. Estimating …

Effective cross-sensor color constancy using a dual-mapping strategy

S Yue, M Wei - JOSA A, 2024 - opg.optica.org
Deep neural networks (DNNs) have been widely used for illuminant estimation, which
commonly requires great efforts to collect sensor-specific data. In this paper, we propose a …