color-constancy

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mahmoudnafifi /Deep_White_Balance

Star551

Reference code for the paper: Deep White-Balance Editing (CVPR 2020). Our method is a deep learning multi-task framework for white-balance editing.

autoencoder image-manipulation deeplearning color-manipulation computational-photography auto-encoder color-correction image-enhancement whitebalance white-balance multitask-learning color-constancy color-enhancement color-processing cvpr2020 cvpr-2020 cvpr20 auto-white-balance deep-white-balance

UpdatedJul 5, 2023
Python

mahmoudnafifi /WB_sRGB

Star359

White balance camera-rendered sRGB images (CVPR 2019) [Matlab & Python]

color computer-vision image-processing dataset datasets computational-photography color-histogram color-correction image-enhancement whitebalance white-balance cvpr2019 color-constancy color-enhancement color-processing wb-srgb

UpdatedFeb 25, 2023
MATLAB

mahmoudnafifi /WB_color_augmenter

Star170

WB color augmenter improves the accuracy of image classification and image semantic segmentation methods by emulating different WB effects (ICCV 2019) [Python & Matlab].

computer-vision deep-learning cnn image-classification deeplearning semantic-segmentation data-augmentation image-augmentation color-correction whitebalance deep-neural-network white-balance color-constancy iccv19 iccv2019 color-augmentation

UpdatedSep 20, 2024
MATLAB

mahmoudnafifi /C5

Star110

Reference code for the paper "Cross-Camera Convolutional Color Constancy" (ICCV 2021)

machine-learning deep-learning pytorch computational-photography color-correction whitebalance hypernetworks white-balance cross-camera illuminant-estimation color-constancy colorconstancy iccv2021

UpdatedJan 14, 2024
Python

mahmoudnafifi /mixedillWB

Star99

Reference code for the paper Auto White-Balance Correction for Mixed-Illuminant Scenes.

color-correction whitebalance white-balance color-constancy camera-isp mixed-illumination multi-illumination

UpdatedFeb 25, 2023
Python

huawei-noah /multi_hyp_cc

Star83

[CVPR2020] A Multi-Hypothesis Approach to Color Constancy

pytorch convolutional-neural-networks cvpr whitebalance color-constancy cvpr2020

UpdatedJul 11, 2021
Python

howardyclo /CLCC-CVPR21

Star66

An official TensorFlow implementation of “CLCC: Contrastive Learning for Color Constancy” accepted at CVPR 2021.

mediatek deep-learning white-balance color-checker illuminant-estimation color-constancy contrastive-learning cvpr2021

UpdatedMar 9, 2022
Python

Cube++ is a novel dataset collected for illumination estimation problem. It has 4890 raw 18-megapixel images, each containing a SpyderCube color target in their scenes, manually labelled categories, and ground truth illumination chromaticities.

dataset white-balance color-constancy illumination-estimation multiple-illumination mixed-illumination

UpdatedMar 12, 2021
Python

anindox8 /Ensemble-of-Multi-Scale-CNN-for-Dermatoscopy-Classification

Star47

Fully supervised binary classification of skin lesions from dermatoscopic images using an ensemble of diverse CNN architectures (EfficientNet-B6, Inception-V3, SEResNeXt-101, SENet-154, DenseNet-169) with multi-scale input.

deep-learning ensemble-learning densenet convolutional-neural-networks binary-classification inception-v3 senet multi-scale seresnext cyclic-learning-rate skin-lesion-classification shades-of-gray tensorflow-keras color-constancy efficientnet

UpdatedOct 27, 2020
Jupyter Notebook

AFLProjects /White-Balance-Automation

Star43

C++ Automated white balance using lodepng and some color correction

color cpp image-processing image-manipulation color-manipulation color-correction color-grading image-enhancement white-balance color-constancy hsv-color-detection color-enhancement color-processing auto-white-balance automated-white-balance

UpdatedMay 18, 2024
C++

claudio-unipv /quasi-unsupervised-cc

Star38

Implementation of the method described in the paper "Quasi-unsupervised color constancy" - CVPR 2019

machine-learning deep-learning image-processing machine-learning-models color-constancy

UpdatedNov 22, 2022
Python

mahmoudnafifi /Semantic-Color-Constancy-Using-CNN

Star37

Semantic information can help CNNs to get better illuminant estimation -- a proof of concept

computer-vision deep-learning image-processing cnn convolutional-neural-network color-correction deep-neural-network illuminant-estimation color-constancy

UpdatedFeb 25, 2023
MATLAB

mahmoudnafifi /SIIE

Star35

Sensor-Independent Illumination Estimation for DNN Models (BMVC 2019)

computer-vision deep-learning image-processing color-histogram whitebalance deep-neural-network white-balance illuminant-estimation color-constancy

UpdatedDec 29, 2024
MATLAB

mahmoudnafifi /Interactive_WB_correction

Star29

Reference code for the paper Interactive White Balancing for Camera-Rendered Images Mahmoud Afifi and Michael S. Brown. In Color and Imaging Conference (CIC), 2020.

color-manipulation color-correction image-enhancement whitebalance white-balance color-constancy