Abstract: Highlights•A dual generator conditional adversarial network performing underwater image restoration.•Constraining the colour restoration by the underwater image formation model.•Adversarial network training on a small dataset of real-world underwater images.•Implementing machine learning to cope with light attenuation and scattering.
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