Abstract: Highlights•A dual-source fusion framework is proposed for underwater depth estimation.•A novel IMT space mitigates color distortion issues in underwater images.•An adaptive fusion module combines the strength of RGB and IMT information.•Experiments show CD-UDepth excels in blurry, color-distorted underwater scenes.
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