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Color Constancy by GANs: An Experimental Survey

2018-12-07
Partha Das, Anil S. Baslamisli, Yang Liu, Sezer Karaoglu, Theo Gevers

Abstract

In this paper, we formulate the color constancy task as an image-to-image translation problem using GANs. By conducting a large set of experiments on different datasets, an experimental survey is provided on the use of different types of GANs to solve for color constancy i.e. CC-GANs (Color Constancy GANs). Based on the experimental review, recommendations are given for the design of CC-GAN architectures based on different criteria, circumstances and datasets.

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URL

https://arxiv.org/abs/1812.03085

PDF

https://arxiv.org/pdf/1812.03085


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