Abstract: Highlights•The recent advances of deep learning based multi-view stereo approaches are reviewed.•The deep learning methods are categorized according to the representation of 3D scenes.•The procedures of depth map based methods are presented in detail.•Several widely used datasets and their corresponding evaluation metrics are introduced.
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