SDE-AWB: a Generic Solution for 2nd International Illumination Estimation Challenge

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Authors Yanlin Qian, Sibo Feng, Kang Qian, Miaofeng Wang arXiv ID 2010.05149 Category cs.CV: Computer Vision Citations 3 Venue International Conference on Machine Vision Last Checked 4 months ago
Abstract
We propose a neural network-based solution for three different tracks of 2nd International Illumination Estimation Challenge (chromaticity.iitp.ru). Our method is built on pre-trained Squeeze-Net backbone, differential 2D chroma histogram layer and a shallow MLP utilizing Exif information. By combining semantic feature, color feature and Exif metadata, the resulting method -- SDE-AWB -- obtains 1st place in both indoor and two-illuminant tracks and 2nd place in general track.
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