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JiawangBian/sc_depth_pl

Self-supervised monocular depth estimation system using deep learning to predict depth from single camera video.

484 stars Python Computer VisionML Frameworks
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SC-Depth provides three versions (V1, V2, V3) of self-supervised learning approaches for monocular depth estimation from video sequences. Version 1 introduced geometry consistency loss and self-discovered masks for scale-consistent predictions. Version 2 added an auto-rectify network (ARN) to handle large rotational motions in hand-held camera footage. Version 3 improved robustness for highly dynamic scenes and sharper depth at object boundaries using external pretrained depth networks.

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